id sid tid token lemma pos doi-org-9857 1 1 A a DT doi-org-9857 1 2 multi multi JJ doi-org-9857 1 3 - - JJ doi-org-9857 1 4 institutional institutional JJ doi-org-9857 1 5 study study NN doi-org-9857 1 6 of of IN doi-org-9857 1 7 the the DT doi-org-9857 1 8 impact impact NN doi-org-9857 1 9 of of IN doi-org-9857 1 10 open open JJ doi-org-9857 1 11 textbook textbook NN doi-org-9857 1 12 adoption adoption NN doi-org-9857 1 13 on on IN doi-org-9857 1 14 the the DT doi-org-9857 1 15 learning learn VBG doi-org-9857 1 16 outcomes outcome NNS doi-org-9857 1 17 of of IN doi-org-9857 1 18 post post JJ doi-org-9857 1 19 - - JJ doi-org-9857 1 20 secondary secondary JJ doi-org-9857 1 21 students student NNS doi-org-9857 1 22 | | CD doi-org-9857 1 23 SpringerLink SpringerLink NNP doi-org-9857 1 24 Advertisement Advertisement NNP doi-org-9857 1 25 Search Search NNP doi-org-9857 1 26 Log Log NNP doi-org-9857 1 27 in in IN doi-org-9857 1 28 Search Search NNP doi-org-9857 1 29 SpringerLink SpringerLink NNP doi-org-9857 1 30 Search Search NNP doi-org-9857 1 31 A a DT doi-org-9857 1 32 multi multi JJ doi-org-9857 1 33 - - JJ doi-org-9857 1 34 institutional institutional JJ doi-org-9857 1 35 study study NN doi-org-9857 1 36 of of IN doi-org-9857 1 37 the the DT doi-org-9857 1 38 impact impact NN doi-org-9857 1 39 of of IN doi-org-9857 1 40 open open JJ doi-org-9857 1 41 textbook textbook NN doi-org-9857 1 42 adoption adoption NN doi-org-9857 1 43 on on IN doi-org-9857 1 44 the the DT doi-org-9857 1 45 learning learn VBG doi-org-9857 1 46 outcomes outcome NNS doi-org-9857 1 47 of of IN doi-org-9857 1 48 post post JJ doi-org-9857 1 49 - - JJ doi-org-9857 1 50 secondary secondary JJ doi-org-9857 1 51 students student NNS doi-org-9857 1 52 Download Download NNP doi-org-9857 1 53 PDF PDF NNP doi-org-9857 1 54 Download Download NNP doi-org-9857 1 55 PDF PDF NNP doi-org-9857 1 56 Open Open NNP doi-org-9857 1 57 Access access NN doi-org-9857 1 58 Published publish VBN doi-org-9857 1 59 : : : doi-org-9857 1 60 22 22 CD doi-org-9857 1 61 September September NNP doi-org-9857 1 62 2015 2015 CD doi-org-9857 1 63 A a DT doi-org-9857 1 64 multi multi JJ doi-org-9857 1 65 - - JJ doi-org-9857 1 66 institutional institutional JJ doi-org-9857 1 67 study study NN doi-org-9857 1 68 of of IN doi-org-9857 1 69 the the DT doi-org-9857 1 70 impact impact NN doi-org-9857 1 71 of of IN doi-org-9857 1 72 open open JJ doi-org-9857 1 73 textbook textbook NN doi-org-9857 1 74 adoption adoption NN doi-org-9857 1 75 on on IN doi-org-9857 1 76 the the DT doi-org-9857 1 77 learning learn VBG doi-org-9857 1 78 outcomes outcome NNS doi-org-9857 1 79 of of IN doi-org-9857 1 80 post post JJ doi-org-9857 1 81 - - JJ doi-org-9857 1 82 secondary secondary JJ doi-org-9857 1 83 students student NNS doi-org-9857 1 84 Lane Lane NNP doi-org-9857 1 85 Fischer1 Fischer1 NNP doi-org-9857 1 86 , , , doi-org-9857 1 87 John John NNP doi-org-9857 1 88 Hilton Hilton NNP doi-org-9857 1 89 III1 III1 NNP doi-org-9857 1 90 , , , doi-org-9857 1 91 T. T. NNP doi-org-9857 1 92 Jared Jared NNP doi-org-9857 1 93 Robinson2 Robinson2 NNP doi-org-9857 1 94 & & CC doi-org-9857 1 95 David David NNP doi-org-9857 1 96 A. a. NN doi-org-9857 1 97 Wiley3 Wiley3 NNP doi-org-9857 1 98     _SP doi-org-9857 1 99 Journal Journal NNP doi-org-9857 1 100 of of IN doi-org-9857 1 101 Computing Computing NNP doi-org-9857 1 102 in in IN doi-org-9857 1 103 Higher Higher NNP doi-org-9857 1 104 Education Education NNP doi-org-9857 1 105 volume volume NN doi-org-9857 1 106   _SP doi-org-9857 1 107 27 27 CD doi-org-9857 1 108 , , , doi-org-9857 1 109   _SP doi-org-9857 1 110 pages159–172(2015)Cite pages159–172(2015)Cite `` doi-org-9857 1 111 this this DT doi-org-9857 1 112 article article NN doi-org-9857 1 113 34k 34k NNS doi-org-9857 1 114 Accesses Accesses NNP doi-org-9857 1 115 67 67 CD doi-org-9857 1 116 Citations citation NNS doi-org-9857 1 117 217 217 CD doi-org-9857 1 118 Altmetric Altmetric NNP doi-org-9857 1 119 Metrics Metrics NNPS doi-org-9857 1 120 details detail VBZ doi-org-9857 1 121 An an DT doi-org-9857 1 122 Erratum erratum NN doi-org-9857 1 123 to to IN doi-org-9857 1 124 this this DT doi-org-9857 1 125 article article NN doi-org-9857 1 126 is be VBZ doi-org-9857 1 127 available available JJ doi-org-9857 1 128 Abstract Abstract NNP doi-org-9857 1 129 In in IN doi-org-9857 1 130 some some DT doi-org-9857 1 131 educational educational JJ doi-org-9857 1 132 settings setting NNS doi-org-9857 1 133 , , , doi-org-9857 1 134 the the DT doi-org-9857 1 135 cost cost NN doi-org-9857 1 136 of of IN doi-org-9857 1 137 textbooks textbook NNS doi-org-9857 1 138 approaches approach NNS doi-org-9857 1 139 or or CC doi-org-9857 1 140 even even RB doi-org-9857 1 141 exceeds exceed VBZ doi-org-9857 1 142 the the DT doi-org-9857 1 143 cost cost NN doi-org-9857 1 144 of of IN doi-org-9857 1 145 tuition tuition NN doi-org-9857 1 146 . . . doi-org-9857 2 1 Given give VBN doi-org-9857 2 2 limited limited JJ doi-org-9857 2 3 resources resource NNS doi-org-9857 2 4 , , , doi-org-9857 2 5 it -PRON- PRP doi-org-9857 2 6 is be VBZ doi-org-9857 2 7 important important JJ doi-org-9857 2 8 to to TO doi-org-9857 2 9 better well RBR doi-org-9857 2 10 understand understand VB doi-org-9857 2 11 the the DT doi-org-9857 2 12 impacts impact NNS doi-org-9857 2 13 of of IN doi-org-9857 2 14 free free JJ doi-org-9857 2 15 open open JJ doi-org-9857 2 16 educational educational JJ doi-org-9857 2 17 resources resource NNS doi-org-9857 2 18 ( ( -LRB- doi-org-9857 2 19 OER OER NNP doi-org-9857 2 20 ) ) -RRB- doi-org-9857 2 21 on on IN doi-org-9857 2 22 student student NN doi-org-9857 2 23 outcomes outcome NNS doi-org-9857 2 24 . . . doi-org-9857 3 1 Utilizing utilize VBG doi-org-9857 3 2 digital digital JJ doi-org-9857 3 3 resources resource NNS doi-org-9857 3 4 such such JJ doi-org-9857 3 5 as as IN doi-org-9857 3 6 OER OER NNP doi-org-9857 3 7 can can MD doi-org-9857 3 8 substantially substantially RB doi-org-9857 3 9 reduce reduce VB doi-org-9857 3 10 costs cost NNS doi-org-9857 3 11 for for IN doi-org-9857 3 12 students student NNS doi-org-9857 3 13 . . . doi-org-9857 4 1 The the DT doi-org-9857 4 2 purpose purpose NN doi-org-9857 4 3 of of IN doi-org-9857 4 4 this this DT doi-org-9857 4 5 study study NN doi-org-9857 4 6 was be VBD doi-org-9857 4 7 to to TO doi-org-9857 4 8 analyze analyze VB doi-org-9857 4 9 whether whether IN doi-org-9857 4 10 the the DT doi-org-9857 4 11 adoption adoption NN doi-org-9857 4 12 of of IN doi-org-9857 4 13 no no DT doi-org-9857 4 14 - - HYPH doi-org-9857 4 15 cost cost NN doi-org-9857 4 16 open open JJ doi-org-9857 4 17 digital digital JJ doi-org-9857 4 18 textbooks textbook NNS doi-org-9857 4 19 significantly significantly RB doi-org-9857 4 20 predicted predict VBD doi-org-9857 4 21 students student NNS doi-org-9857 4 22 ’ ’ POS doi-org-9857 4 23 completion completion NN doi-org-9857 4 24 of of IN doi-org-9857 4 25 courses course NNS doi-org-9857 4 26 , , , doi-org-9857 4 27 class class NN doi-org-9857 4 28 achievement achievement NN doi-org-9857 4 29 , , , doi-org-9857 4 30 and and CC doi-org-9857 4 31 enrollment enrollment NN doi-org-9857 4 32 intensity intensity NN doi-org-9857 4 33 during during IN doi-org-9857 4 34 and and CC doi-org-9857 4 35 after after IN doi-org-9857 4 36 semesters semester NNS doi-org-9857 4 37 in in IN doi-org-9857 4 38 which which WDT doi-org-9857 4 39 OER OER NNP doi-org-9857 4 40 were be VBD doi-org-9857 4 41 used use VBN doi-org-9857 4 42 . . . doi-org-9857 5 1 This this DT doi-org-9857 5 2 study study NN doi-org-9857 5 3 utilized utilize VBD doi-org-9857 5 4 a a DT doi-org-9857 5 5 quantitative quantitative JJ doi-org-9857 5 6 quasi quasi JJ doi-org-9857 5 7 - - JJ doi-org-9857 5 8 experimental experimental JJ doi-org-9857 5 9 design design NN doi-org-9857 5 10 with with IN doi-org-9857 5 11 propensity propensity NN doi-org-9857 5 12 - - HYPH doi-org-9857 5 13 score score NN doi-org-9857 5 14 matched match VBN doi-org-9857 5 15 groups group NNS doi-org-9857 5 16 to to TO doi-org-9857 5 17 examine examine VB doi-org-9857 5 18 differences difference NNS doi-org-9857 5 19 in in IN doi-org-9857 5 20 outcomes outcome NNS doi-org-9857 5 21 between between IN doi-org-9857 5 22 students student NNS doi-org-9857 5 23 that that WDT doi-org-9857 5 24 used use VBD doi-org-9857 5 25 OER OER NNP doi-org-9857 5 26 and and CC doi-org-9857 5 27 those those DT doi-org-9857 5 28 who who WP doi-org-9857 5 29 did do VBD doi-org-9857 5 30 not not RB doi-org-9857 5 31 . . . doi-org-9857 6 1 The the DT doi-org-9857 6 2 demographics demographic NNS doi-org-9857 6 3 of of IN doi-org-9857 6 4 the the DT doi-org-9857 6 5 initial initial JJ doi-org-9857 6 6 sample sample NN doi-org-9857 6 7 of of IN doi-org-9857 6 8 16,727 16,727 CD doi-org-9857 6 9 included include VBD doi-org-9857 6 10 4909 4909 CD doi-org-9857 6 11 students student NNS doi-org-9857 6 12 in in IN doi-org-9857 6 13 the the DT doi-org-9857 6 14 treatment treatment NN doi-org-9857 6 15 condition condition NN doi-org-9857 6 16 with with IN doi-org-9857 6 17 a a DT doi-org-9857 6 18 pool pool NN doi-org-9857 6 19 of of IN doi-org-9857 6 20 11,818 11,818 CD doi-org-9857 6 21 in in IN doi-org-9857 6 22 the the DT doi-org-9857 6 23 control control NN doi-org-9857 6 24 condition condition NN doi-org-9857 6 25 . . . doi-org-9857 7 1 There there EX doi-org-9857 7 2 were be VBD doi-org-9857 7 3 statistically statistically RB doi-org-9857 7 4 significant significant JJ doi-org-9857 7 5 differences difference NNS doi-org-9857 7 6 between between IN doi-org-9857 7 7 groups group NNS doi-org-9857 7 8 , , , doi-org-9857 7 9 with with IN doi-org-9857 7 10 most most RBS doi-org-9857 7 11 favoring favor VBG doi-org-9857 7 12 students student NNS doi-org-9857 7 13 utilizing utilize VBG doi-org-9857 7 14 OER OER NNP doi-org-9857 7 15 . . . doi-org-9857 8 1 Introduction introduction NN doi-org-9857 8 2 Textbooks textbook NNS doi-org-9857 8 3 have have VBP doi-org-9857 8 4 traditionally traditionally RB doi-org-9857 8 5 been be VBN doi-org-9857 8 6 an an DT doi-org-9857 8 7 essential essential JJ doi-org-9857 8 8 part part NN doi-org-9857 8 9 of of IN doi-org-9857 8 10 the the DT doi-org-9857 8 11 post post JJ doi-org-9857 8 12 - - JJ doi-org-9857 8 13 secondary secondary JJ doi-org-9857 8 14 experience experience NN doi-org-9857 8 15 for for IN doi-org-9857 8 16 the the DT doi-org-9857 8 17 majority majority NN doi-org-9857 8 18 of of IN doi-org-9857 8 19 students student NNS doi-org-9857 8 20 in in IN doi-org-9857 8 21 the the DT doi-org-9857 8 22 United United NNP doi-org-9857 8 23 States States NNP doi-org-9857 8 24 . . . doi-org-9857 9 1 In in IN doi-org-9857 9 2 a a DT doi-org-9857 9 3 typical typical JJ doi-org-9857 9 4 scenario scenario NN doi-org-9857 9 5 , , , doi-org-9857 9 6 a a DT doi-org-9857 9 7 professor professor NN doi-org-9857 9 8 assigns assign VBZ doi-org-9857 9 9 a a DT doi-org-9857 9 10 textbook textbook NN doi-org-9857 9 11 as as IN doi-org-9857 9 12 the the DT doi-org-9857 9 13 core core JJ doi-org-9857 9 14 instructional instructional JJ doi-org-9857 9 15 material material NN doi-org-9857 9 16 for for IN doi-org-9857 9 17 her -PRON- PRP$ doi-org-9857 9 18 class class NN doi-org-9857 9 19 ; ; : doi-org-9857 9 20 students student NNS doi-org-9857 9 21 are be VBP doi-org-9857 9 22 obligated obligate VBN doi-org-9857 9 23 to to TO doi-org-9857 9 24 purchase purchase VB doi-org-9857 9 25 this this DT doi-org-9857 9 26 book book NN doi-org-9857 9 27 and and CC doi-org-9857 9 28 use use VB doi-org-9857 9 29 it -PRON- PRP doi-org-9857 9 30 to to TO doi-org-9857 9 31 study study VB doi-org-9857 9 32 the the DT doi-org-9857 9 33 material material NN doi-org-9857 9 34 in in IN doi-org-9857 9 35 preparation preparation NN doi-org-9857 9 36 for for IN doi-org-9857 9 37 each each DT doi-org-9857 9 38 class class NN doi-org-9857 9 39 period period NN doi-org-9857 9 40 . . . doi-org-9857 10 1 While while IN doi-org-9857 10 2 the the DT doi-org-9857 10 3 costs cost NNS doi-org-9857 10 4 of of IN doi-org-9857 10 5 these these DT doi-org-9857 10 6 textbooks textbook NNS doi-org-9857 10 7 vary vary VBP doi-org-9857 10 8 , , , doi-org-9857 10 9 Hilton Hilton NNP doi-org-9857 10 10 et et NNP doi-org-9857 10 11 al al NNP doi-org-9857 10 12 . . . doi-org-9857 11 1 ( ( -LRB- doi-org-9857 11 2 2014 2014 CD doi-org-9857 11 3 ) ) -RRB- doi-org-9857 11 4 found find VBD doi-org-9857 11 5 that that IN doi-org-9857 11 6 , , , doi-org-9857 11 7 across across IN doi-org-9857 11 8 a a DT doi-org-9857 11 9 series series NN doi-org-9857 11 10 of of IN doi-org-9857 11 11 general general JJ doi-org-9857 11 12 education education NN doi-org-9857 11 13 courses course NNS doi-org-9857 11 14 ( ( -LRB- doi-org-9857 11 15 including include VBG doi-org-9857 11 16 science science NN doi-org-9857 11 17 , , , doi-org-9857 11 18 math math NN doi-org-9857 11 19 , , , doi-org-9857 11 20 humanities humanity NNS doi-org-9857 11 21 , , , doi-org-9857 11 22 and and CC doi-org-9857 11 23 business business NN doi-org-9857 11 24 ) ) -RRB- doi-org-9857 11 25 at at IN doi-org-9857 11 26 seven seven CD doi-org-9857 11 27 different different JJ doi-org-9857 11 28 colleges college NNS doi-org-9857 11 29 , , , doi-org-9857 11 30 the the DT doi-org-9857 11 31 average average JJ doi-org-9857 11 32 textbook textbook NN doi-org-9857 11 33 price price NN doi-org-9857 11 34 was be VBD doi-org-9857 11 35 approximately approximately RB doi-org-9857 11 36 $ $ $ doi-org-9857 11 37 90.00 90.00 CD doi-org-9857 11 38 . . . doi-org-9857 12 1 While while IN doi-org-9857 12 2 all all DT doi-org-9857 12 3 students student NNS doi-org-9857 12 4 face face VBP doi-org-9857 12 5 high high JJ doi-org-9857 12 6 textbook textbook NN doi-org-9857 12 7 costs cost NNS doi-org-9857 12 8 , , , doi-org-9857 12 9 individuals individual NNS doi-org-9857 12 10 from from IN doi-org-9857 12 11 lower low JJR doi-org-9857 12 12 socioeconomic socioeconomic JJ doi-org-9857 12 13 backgrounds background NNS doi-org-9857 12 14 may may MD doi-org-9857 12 15 face face VB doi-org-9857 12 16 particular particular JJ doi-org-9857 12 17 difficulties difficulty NNS doi-org-9857 12 18 . . . doi-org-9857 13 1 Paulsen Paulsen NNP doi-org-9857 13 2 and and CC doi-org-9857 13 3 St. St. NNP doi-org-9857 13 4 John John NNP doi-org-9857 13 5 ( ( -LRB- doi-org-9857 13 6 2002 2002 CD doi-org-9857 13 7 ) ) -RRB- doi-org-9857 13 8 found find VBD doi-org-9857 13 9 that that RB doi-org-9857 13 10 low low JJ doi-org-9857 13 11 and and CC doi-org-9857 13 12 lower low JJR doi-org-9857 13 13 - - HYPH doi-org-9857 13 14 middle middle JJ doi-org-9857 13 15 income income NN doi-org-9857 13 16 students student NNS doi-org-9857 13 17 reported report VBD doi-org-9857 13 18 that that IN doi-org-9857 13 19 the the DT doi-org-9857 13 20 financial financial JJ doi-org-9857 13 21 implications implication NNS doi-org-9857 13 22 of of IN doi-org-9857 13 23 attending attend VBG doi-org-9857 13 24 college college NN doi-org-9857 13 25 were be VBD doi-org-9857 13 26 important important JJ doi-org-9857 13 27 factors factor NNS doi-org-9857 13 28 in in IN doi-org-9857 13 29 their -PRON- PRP$ doi-org-9857 13 30 choices choice NNS doi-org-9857 13 31 regarding regard VBG doi-org-9857 13 32 college college NN doi-org-9857 13 33 . . . doi-org-9857 14 1 Provasnik Provasnik NNP doi-org-9857 14 2 and and CC doi-org-9857 14 3 Plenty Plenty NNP doi-org-9857 14 4 ( ( -LRB- doi-org-9857 14 5 2008 2008 CD doi-org-9857 14 6 ) ) -RRB- doi-org-9857 14 7 reported report VBD doi-org-9857 14 8 that that IN doi-org-9857 14 9 individuals individual NNS doi-org-9857 14 10 with with IN doi-org-9857 14 11 lower low JJR doi-org-9857 14 12 incomes income NNS doi-org-9857 14 13 are be VBP doi-org-9857 14 14 more more RBR doi-org-9857 14 15 likely likely JJ doi-org-9857 14 16 to to TO doi-org-9857 14 17 delay delay VB doi-org-9857 14 18 college college NN doi-org-9857 14 19 enrollment enrollment NN doi-org-9857 14 20 than than IN doi-org-9857 14 21 wealthier wealthy JJR doi-org-9857 14 22 peers peer NNS doi-org-9857 14 23 . . . doi-org-9857 15 1 For for IN doi-org-9857 15 2 some some DT doi-org-9857 15 3 college college NN doi-org-9857 15 4 students student NNS doi-org-9857 15 5 , , , doi-org-9857 15 6 the the DT doi-org-9857 15 7 total total JJ doi-org-9857 15 8 cost cost NN doi-org-9857 15 9 of of IN doi-org-9857 15 10 textbooks textbook NNS doi-org-9857 15 11 can can MD doi-org-9857 15 12 exceed exceed VB doi-org-9857 15 13 total total JJ doi-org-9857 15 14 tuition tuition NN doi-org-9857 15 15 costs cost NNS doi-org-9857 15 16 ( ( -LRB- doi-org-9857 15 17 Goodwin Goodwin NNP doi-org-9857 15 18 2011 2011 CD doi-org-9857 15 19 ) ) -RRB- doi-org-9857 15 20 . . . doi-org-9857 16 1 Some some DT doi-org-9857 16 2 students student NNS doi-org-9857 16 3 , , , doi-org-9857 16 4 then then RB doi-org-9857 16 5 , , , doi-org-9857 16 6 may may MD doi-org-9857 16 7 be be VB doi-org-9857 16 8 forced force VBN doi-org-9857 16 9 either either CC doi-org-9857 16 10 not not RB doi-org-9857 16 11 to to TO doi-org-9857 16 12 purchase purchase VB doi-org-9857 16 13 textbooks textbook NNS doi-org-9857 16 14 ( ( -LRB- doi-org-9857 16 15 presumably presumably RB doi-org-9857 16 16 resulting result VBG doi-org-9857 16 17 in in IN doi-org-9857 16 18 less less JJR doi-org-9857 16 19 learning learning NN doi-org-9857 16 20 ) ) -RRB- doi-org-9857 16 21 or or CC doi-org-9857 16 22 take take VB doi-org-9857 16 23 fewer few JJR doi-org-9857 16 24 classes class NNS doi-org-9857 16 25 ( ( -LRB- doi-org-9857 16 26 resulting result VBG doi-org-9857 16 27 in in IN doi-org-9857 16 28 slower slow JJR doi-org-9857 16 29 time time NN doi-org-9857 16 30 to to IN doi-org-9857 16 31 graduation graduation NN doi-org-9857 16 32 ) ) -RRB- doi-org-9857 16 33 in in IN doi-org-9857 16 34 order order NN doi-org-9857 16 35 to to TO doi-org-9857 16 36 manage manage VB doi-org-9857 16 37 or or CC doi-org-9857 16 38 reduce reduce VB doi-org-9857 16 39 college college NN doi-org-9857 16 40 costs cost NNS doi-org-9857 16 41 ( ( -LRB- doi-org-9857 16 42 Buczynski Buczynski NNP doi-org-9857 16 43 2007 2007 CD doi-org-9857 16 44 ) ) -RRB- doi-org-9857 16 45 . . . doi-org-9857 17 1 Electronic electronic JJ doi-org-9857 17 2 textbooks textbook NNS doi-org-9857 17 3 promise promise VBP doi-org-9857 17 4 a a DT doi-org-9857 17 5 more more RBR doi-org-9857 17 6 affordable affordable JJ doi-org-9857 17 7 option option NN doi-org-9857 17 8 for for IN doi-org-9857 17 9 students student NNS doi-org-9857 17 10 . . . doi-org-9857 18 1 Electronic electronic JJ doi-org-9857 18 2 textbooks textbook NNS doi-org-9857 18 3 typically typically RB doi-org-9857 18 4 cost cost VBP doi-org-9857 18 5 less less JJR doi-org-9857 18 6 than than IN doi-org-9857 18 7 traditional traditional JJ doi-org-9857 18 8 textbooks textbook NNS doi-org-9857 18 9 due due JJ doi-org-9857 18 10 to to IN doi-org-9857 18 11 the the DT doi-org-9857 18 12 lack lack NN doi-org-9857 18 13 of of IN doi-org-9857 18 14 printing print VBG doi-org-9857 18 15 costs cost NNS doi-org-9857 18 16 . . . doi-org-9857 19 1 Rockinson Rockinson NNP doi-org-9857 19 2 - - HYPH doi-org-9857 19 3 Szapkiw Szapkiw NNP doi-org-9857 19 4 et et NNP doi-org-9857 19 5 al al NNP doi-org-9857 19 6 . . . doi-org-9857 20 1 ( ( -LRB- doi-org-9857 20 2 2013 2013 CD doi-org-9857 20 3 ) ) -RRB- doi-org-9857 20 4 found find VBD doi-org-9857 20 5 that that IN doi-org-9857 20 6 utilizing utilize VBG doi-org-9857 20 7 electronic electronic JJ doi-org-9857 20 8 textbooks textbook NNS doi-org-9857 20 9 did do VBD doi-org-9857 20 10 not not RB doi-org-9857 20 11 negatively negatively RB doi-org-9857 20 12 impact impact NN doi-org-9857 20 13 student student NN doi-org-9857 20 14 cognitive cognitive JJ doi-org-9857 20 15 outcomes outcome NNS doi-org-9857 20 16 . . . doi-org-9857 21 1 Another another DT doi-org-9857 21 2 , , , doi-org-9857 21 3 even even RB doi-org-9857 21 4 less less RBR doi-org-9857 21 5 expensive expensive JJ doi-org-9857 21 6 solution solution NN doi-org-9857 21 7 to to IN doi-org-9857 21 8 rising rise VBG doi-org-9857 21 9 textbook textbook NN doi-org-9857 21 10 costs cost NNS doi-org-9857 21 11 can can MD doi-org-9857 21 12 be be VB doi-org-9857 21 13 found find VBN doi-org-9857 21 14 in in IN doi-org-9857 21 15 the the DT doi-org-9857 21 16 utilization utilization NN doi-org-9857 21 17 of of IN doi-org-9857 21 18 open open JJ doi-org-9857 21 19 educational educational JJ doi-org-9857 21 20 resources resource NNS doi-org-9857 21 21 ( ( -LRB- doi-org-9857 21 22 OER OER NNP doi-org-9857 21 23 ) ) -RRB- doi-org-9857 21 24 . . . doi-org-9857 22 1 We -PRON- PRP doi-org-9857 22 2 next next RB doi-org-9857 22 3 present present VBP doi-org-9857 22 4 a a DT doi-org-9857 22 5 review review NN doi-org-9857 22 6 of of IN doi-org-9857 22 7 literature literature NN doi-org-9857 22 8 relating relate VBG doi-org-9857 22 9 to to IN doi-org-9857 22 10 OER OER NNP doi-org-9857 22 11 and and CC doi-org-9857 22 12 studies study NNS doi-org-9857 22 13 pertaining pertain VBG doi-org-9857 22 14 to to IN doi-org-9857 22 15 the the DT doi-org-9857 22 16 perceptions perception NNS doi-org-9857 22 17 and and CC doi-org-9857 22 18 efficacy efficacy NN doi-org-9857 22 19 of of IN doi-org-9857 22 20 OER OER NNP doi-org-9857 22 21 . . . doi-org-9857 23 1 Review review NN doi-org-9857 23 2 of of IN doi-org-9857 23 3 literature literature NN doi-org-9857 23 4 The the DT doi-org-9857 23 5 William William NNP doi-org-9857 23 6 and and CC doi-org-9857 23 7 Flora Flora NNP doi-org-9857 23 8 Hewlett Hewlett NNP doi-org-9857 23 9 Foundation Foundation NNP doi-org-9857 23 10 has have VBZ doi-org-9857 23 11 defined define VBN doi-org-9857 23 12 open open JJ doi-org-9857 23 13 educational educational JJ doi-org-9857 23 14 resources resource NNS doi-org-9857 23 15 as as IN doi-org-9857 23 16 : : : doi-org-9857 23 17 teaching teaching NN doi-org-9857 23 18 , , , doi-org-9857 23 19 learning learning NN doi-org-9857 23 20 , , , doi-org-9857 23 21 and and CC doi-org-9857 23 22 research research NN doi-org-9857 23 23 resources resource NNS doi-org-9857 23 24 that that WDT doi-org-9857 23 25 reside reside VBP doi-org-9857 23 26 in in IN doi-org-9857 23 27 the the DT doi-org-9857 23 28 public public JJ doi-org-9857 23 29 domain domain NN doi-org-9857 23 30 or or CC doi-org-9857 23 31 have have VBP doi-org-9857 23 32 been be VBN doi-org-9857 23 33 released release VBN doi-org-9857 23 34 under under IN doi-org-9857 23 35 an an DT doi-org-9857 23 36 intellectual intellectual JJ doi-org-9857 23 37 property property NN doi-org-9857 23 38 license license NN doi-org-9857 23 39 that that WDT doi-org-9857 23 40 permits permit VBZ doi-org-9857 23 41 their -PRON- PRP$ doi-org-9857 23 42 free free JJ doi-org-9857 23 43 use use NN doi-org-9857 23 44 and and CC doi-org-9857 23 45 re re NN doi-org-9857 23 46 - - JJ doi-org-9857 23 47 purposing purposing JJ doi-org-9857 23 48 by by IN doi-org-9857 23 49 others other NNS doi-org-9857 23 50 . . . doi-org-9857 24 1 Open open VB doi-org-9857 24 2 educational educational JJ doi-org-9857 24 3 resources resource NNS doi-org-9857 24 4 include include VBP doi-org-9857 24 5 full full JJ doi-org-9857 24 6 courses course NNS doi-org-9857 24 7 , , , doi-org-9857 24 8 course course NN doi-org-9857 24 9 materials material NNS doi-org-9857 24 10 , , , doi-org-9857 24 11 modules module NNS doi-org-9857 24 12 , , , doi-org-9857 24 13 textbooks textbook NNS doi-org-9857 24 14 , , , doi-org-9857 24 15 streaming stream VBG doi-org-9857 24 16 videos video NNS doi-org-9857 24 17 , , , doi-org-9857 24 18 tests test NNS doi-org-9857 24 19 , , , doi-org-9857 24 20 software software NN doi-org-9857 24 21 , , , doi-org-9857 24 22 and and CC doi-org-9857 24 23 any any DT doi-org-9857 24 24 other other JJ doi-org-9857 24 25 tools tool NNS doi-org-9857 24 26 , , , doi-org-9857 24 27 materials material NNS doi-org-9857 24 28 , , , doi-org-9857 24 29 or or CC doi-org-9857 24 30 techniques technique NNS doi-org-9857 24 31 used use VBN doi-org-9857 24 32 to to TO doi-org-9857 24 33 support support VB doi-org-9857 24 34 access access NN doi-org-9857 24 35 to to IN doi-org-9857 24 36 knowledge knowledge NN doi-org-9857 24 37 ( ( -LRB- doi-org-9857 24 38 Hewlett Hewlett NNP doi-org-9857 24 39 2013 2013 CD doi-org-9857 24 40 ) ) -RRB- doi-org-9857 24 41 . . . doi-org-9857 25 1 OER OER NNP doi-org-9857 25 2 materials material NNS doi-org-9857 25 3 eschew eschew VBP doi-org-9857 25 4 traditional traditional JJ doi-org-9857 25 5 copyright copyright NN doi-org-9857 25 6 in in IN doi-org-9857 25 7 lieu lieu NN doi-org-9857 25 8 of of IN doi-org-9857 25 9 licenses license NNS doi-org-9857 25 10 that that WDT doi-org-9857 25 11 allow allow VBP doi-org-9857 25 12 others other NNS doi-org-9857 25 13 to to TO doi-org-9857 25 14 retain retain VB doi-org-9857 25 15 , , , doi-org-9857 25 16 reuse reuse VB doi-org-9857 25 17 , , , doi-org-9857 25 18 revise revise NN doi-org-9857 25 19 , , , doi-org-9857 25 20 remix remix NN doi-org-9857 25 21 , , , doi-org-9857 25 22 and and CC doi-org-9857 25 23 redistribute redistribute VB doi-org-9857 25 24 the the DT doi-org-9857 25 25 materials material NNS doi-org-9857 25 26 ( ( -LRB- doi-org-9857 25 27 Hilton Hilton NNP doi-org-9857 25 28 et et FW doi-org-9857 25 29 al al NNP doi-org-9857 25 30 . . . doi-org-9857 26 1 2010 2010 CD doi-org-9857 26 2 ; ; : doi-org-9857 26 3 Wiley Wiley NNP doi-org-9857 26 4 et et NNP doi-org-9857 26 5 al al NNP doi-org-9857 26 6 . . . doi-org-9857 27 1 2014 2014 CD doi-org-9857 27 2 ) ) -RRB- doi-org-9857 27 3 . . . doi-org-9857 28 1 The the DT doi-org-9857 28 2 vast vast JJ doi-org-9857 28 3 majority majority NN doi-org-9857 28 4 of of IN doi-org-9857 28 5 the the DT doi-org-9857 28 6 OER OER NNP doi-org-9857 28 7 utilized utilize VBN doi-org-9857 28 8 in in IN doi-org-9857 28 9 this this DT doi-org-9857 28 10 study study NN doi-org-9857 28 11 were be VBD doi-org-9857 28 12 available available JJ doi-org-9857 28 13 for for IN doi-org-9857 28 14 free free JJ doi-org-9857 28 15 online online NN doi-org-9857 28 16 . . . doi-org-9857 29 1 Thus thus RB doi-org-9857 29 2 , , , doi-org-9857 29 3 digital digital JJ doi-org-9857 29 4 versions version NNS doi-org-9857 29 5 could could MD doi-org-9857 29 6 be be VB doi-org-9857 29 7 accessed access VBN doi-org-9857 29 8 on on IN doi-org-9857 29 9 a a DT doi-org-9857 29 10 wide wide JJ doi-org-9857 29 11 variety variety NN doi-org-9857 29 12 of of IN doi-org-9857 29 13 devices device NNS doi-org-9857 29 14 . . . doi-org-9857 30 1 Open open JJ doi-org-9857 30 2 textbooks textbook NNS doi-org-9857 30 3 , , , doi-org-9857 30 4 which which WDT doi-org-9857 30 5 are be VBP doi-org-9857 30 6 a a DT doi-org-9857 30 7 collection collection NN doi-org-9857 30 8 of of IN doi-org-9857 30 9 OER OER NNP doi-org-9857 30 10 aggregated aggregate VBN doi-org-9857 30 11 in in IN doi-org-9857 30 12 a a DT doi-org-9857 30 13 manner manner NN doi-org-9857 30 14 that that WDT doi-org-9857 30 15 resembles resemble VBZ doi-org-9857 30 16 a a DT doi-org-9857 30 17 traditional traditional JJ doi-org-9857 30 18 textbook textbook NN doi-org-9857 30 19 , , , doi-org-9857 30 20 take take VB doi-org-9857 30 21 many many JJ doi-org-9857 30 22 shapes shape NNS doi-org-9857 30 23 and and CC doi-org-9857 30 24 forms form NNS doi-org-9857 30 25 . . . doi-org-9857 31 1 Typically typically RB doi-org-9857 31 2 , , , doi-org-9857 31 3 free free JJ doi-org-9857 31 4 digital digital JJ doi-org-9857 31 5 versions version NNS doi-org-9857 31 6 of of IN doi-org-9857 31 7 the the DT doi-org-9857 31 8 textbook textbook NN doi-org-9857 31 9 are be VBP doi-org-9857 31 10 made make VBN doi-org-9857 31 11 available available JJ doi-org-9857 31 12 to to IN doi-org-9857 31 13 students student NNS doi-org-9857 31 14 . . . doi-org-9857 32 1 In in IN doi-org-9857 32 2 addition addition NN doi-org-9857 32 3 , , , doi-org-9857 32 4 students student NNS doi-org-9857 32 5 who who WP doi-org-9857 32 6 wish wish VBP doi-org-9857 32 7 to to TO doi-org-9857 32 8 purchase purchase VB doi-org-9857 32 9 print print NN doi-org-9857 32 10 versions version NNS doi-org-9857 32 11 of of IN doi-org-9857 32 12 the the DT doi-org-9857 32 13 textbooks textbook NNS doi-org-9857 32 14 can can MD doi-org-9857 32 15 do do VB doi-org-9857 32 16 so so RB doi-org-9857 32 17 , , , doi-org-9857 32 18 at at IN doi-org-9857 32 19 prices price NNS doi-org-9857 32 20 as as RB doi-org-9857 32 21 low low JJ doi-org-9857 32 22 as as IN doi-org-9857 32 23 $ $ $ doi-org-9857 32 24 5 5 CD doi-org-9857 32 25 per per IN doi-org-9857 32 26 textbook textbook NN doi-org-9857 32 27 . . . doi-org-9857 33 1 While while IN doi-org-9857 33 2 the the DT doi-org-9857 33 3 quality quality NN doi-org-9857 33 4 of of IN doi-org-9857 33 5 open open JJ doi-org-9857 33 6 textbooks textbook NNS doi-org-9857 33 7 varies vary VBZ doi-org-9857 33 8 , , , doi-org-9857 33 9 many many JJ doi-org-9857 33 10 go go VBP doi-org-9857 33 11 through through IN doi-org-9857 33 12 rigorous rigorous JJ doi-org-9857 33 13 editorial editorial NN doi-org-9857 33 14 and and CC doi-org-9857 33 15 design design NN doi-org-9857 33 16 processes process NNS doi-org-9857 33 17 . . . doi-org-9857 34 1 Perhaps perhaps RB doi-org-9857 34 2 not not RB doi-org-9857 34 3 surprisingly surprisingly RB doi-org-9857 34 4 , , , doi-org-9857 34 5 students student NNS doi-org-9857 34 6 are be VBP doi-org-9857 34 7 favorably favorably RB doi-org-9857 34 8 disposed disposed JJ doi-org-9857 34 9 towards towards IN doi-org-9857 34 10 replacing replace VBG doi-org-9857 34 11 costly costly JJ doi-org-9857 34 12 commercial commercial JJ doi-org-9857 34 13 textbooks textbook NNS doi-org-9857 34 14 with with IN doi-org-9857 34 15 free free JJ doi-org-9857 34 16 open open JJ doi-org-9857 34 17 textbooks textbook NNS doi-org-9857 34 18 . . . doi-org-9857 35 1 Bliss Bliss NNP doi-org-9857 35 2 et et NNP doi-org-9857 35 3 al al NNP doi-org-9857 35 4 . . . doi-org-9857 36 1 ( ( -LRB- doi-org-9857 36 2 2013 2013 CD doi-org-9857 36 3 ) ) -RRB- doi-org-9857 36 4 studied study VBD doi-org-9857 36 5 open open JJ doi-org-9857 36 6 textbook textbook NN doi-org-9857 36 7 adoption adoption NN doi-org-9857 36 8 at at IN doi-org-9857 36 9 eight eight CD doi-org-9857 36 10 different different JJ doi-org-9857 36 11 institutions institution NNS doi-org-9857 36 12 of of IN doi-org-9857 36 13 higher high JJR doi-org-9857 36 14 education education NN doi-org-9857 36 15 . . . doi-org-9857 37 1 Fifty fifty CD doi-org-9857 37 2 - - HYPH doi-org-9857 37 3 eight eight CD doi-org-9857 37 4 teachers teacher NNS doi-org-9857 37 5 and and CC doi-org-9857 37 6 490 490 CD doi-org-9857 37 7 students student NNS doi-org-9857 37 8 across across IN doi-org-9857 37 9 the the DT doi-org-9857 37 10 eight eight CD doi-org-9857 37 11 colleges college NNS doi-org-9857 37 12 completed complete VBD doi-org-9857 37 13 surveys survey NNS doi-org-9857 37 14 regarding regard VBG doi-org-9857 37 15 their -PRON- PRP$ doi-org-9857 37 16 experiences experience NNS doi-org-9857 37 17 in in IN doi-org-9857 37 18 utilizing utilize VBG doi-org-9857 37 19 the the DT doi-org-9857 37 20 open open JJ doi-org-9857 37 21 texts text NNS doi-org-9857 37 22 . . . doi-org-9857 38 1 Bliss bliss VB doi-org-9857 38 2 and and CC doi-org-9857 38 3 colleagues colleague NNS doi-org-9857 38 4 found find VBD doi-org-9857 38 5 that that IN doi-org-9857 38 6 approximately approximately RB doi-org-9857 38 7 50 50 CD doi-org-9857 38 8   _SP doi-org-9857 38 9 % % NN doi-org-9857 38 10 of of IN doi-org-9857 38 11 students student NNS doi-org-9857 38 12 said say VBD doi-org-9857 38 13 that that IN doi-org-9857 38 14 the the DT doi-org-9857 38 15 OER OER NNP doi-org-9857 38 16 textbooks textbook NNS doi-org-9857 38 17 were be VBD doi-org-9857 38 18 of of IN doi-org-9857 38 19 the the DT doi-org-9857 38 20 same same JJ doi-org-9857 38 21 quality quality NN doi-org-9857 38 22 as as IN doi-org-9857 38 23 traditional traditional JJ doi-org-9857 38 24 textbooks textbook NNS doi-org-9857 38 25 and and CC doi-org-9857 38 26 nearly nearly RB doi-org-9857 38 27 40 40 CD doi-org-9857 38 28   _SP doi-org-9857 38 29 % % NN doi-org-9857 38 30 said say VBD doi-org-9857 38 31 that that IN doi-org-9857 38 32 they -PRON- PRP doi-org-9857 38 33 were be VBD doi-org-9857 38 34 better well JJR doi-org-9857 38 35 . . . doi-org-9857 39 1 In in IN doi-org-9857 39 2 their -PRON- PRP$ doi-org-9857 39 3 free free JJ doi-org-9857 39 4 - - HYPH doi-org-9857 39 5 response response NN doi-org-9857 39 6 comments comment NNS doi-org-9857 39 7 , , , doi-org-9857 39 8 students student NNS doi-org-9857 39 9 focused focus VBD doi-org-9857 39 10 on on IN doi-org-9857 39 11 several several JJ doi-org-9857 39 12 benefits benefit NNS doi-org-9857 39 13 of of IN doi-org-9857 39 14 the the DT doi-org-9857 39 15 open open JJ doi-org-9857 39 16 textbooks textbook NNS doi-org-9857 39 17 , , , doi-org-9857 39 18 including include VBG doi-org-9857 39 19 cost cost NN doi-org-9857 39 20 - - HYPH doi-org-9857 39 21 savings saving NNS doi-org-9857 39 22 . . . doi-org-9857 40 1 For for IN doi-org-9857 40 2 example example NN doi-org-9857 40 3 , , , doi-org-9857 40 4 one one CD doi-org-9857 40 5 student student NN doi-org-9857 40 6 said say VBD doi-org-9857 40 7 , , , doi-org-9857 40 8 “ " `` doi-org-9857 40 9 I -PRON- PRP doi-org-9857 40 10 have have VBP doi-org-9857 40 11 no no DT doi-org-9857 40 12 expendable expendable JJ doi-org-9857 40 13 income income NN doi-org-9857 40 14 . . . doi-org-9857 41 1 Without without IN doi-org-9857 41 2 this this DT doi-org-9857 41 3 free free JJ doi-org-9857 41 4 text text NN doi-org-9857 41 5 I -PRON- PRP doi-org-9857 41 6 would would MD doi-org-9857 41 7 not not RB doi-org-9857 41 8 be be VB doi-org-9857 41 9 able able JJ doi-org-9857 41 10 to to TO doi-org-9857 41 11 take take VB doi-org-9857 41 12 this this DT doi-org-9857 41 13 course course NN doi-org-9857 41 14 . . . doi-org-9857 41 15 ” " '' doi-org-9857 41 16 In in IN doi-org-9857 41 17 the the DT doi-org-9857 41 18 same same JJ doi-org-9857 41 19 study study NN doi-org-9857 41 20 , , , doi-org-9857 41 21 researchers researcher NNS doi-org-9857 41 22 found find VBD doi-org-9857 41 23 that that IN doi-org-9857 41 24 55 55 CD doi-org-9857 41 25   _SP doi-org-9857 41 26 % % NN doi-org-9857 41 27 of of IN doi-org-9857 41 28 teachers teacher NNS doi-org-9857 41 29 adopting adopt VBG doi-org-9857 41 30 OER OER NNP doi-org-9857 41 31 reported report VBD doi-org-9857 41 32 that that IN doi-org-9857 41 33 the the DT doi-org-9857 41 34 open open JJ doi-org-9857 41 35 materials material NNS doi-org-9857 41 36 were be VBD doi-org-9857 41 37 of of IN doi-org-9857 41 38 the the DT doi-org-9857 41 39 same same JJ doi-org-9857 41 40 quality quality NN doi-org-9857 41 41 as as IN doi-org-9857 41 42 the the DT doi-org-9857 41 43 materials material NNS doi-org-9857 41 44 they -PRON- PRP doi-org-9857 41 45 had have VBD doi-org-9857 41 46 previously previously RB doi-org-9857 41 47 used use VBN doi-org-9857 41 48 , , , doi-org-9857 41 49 and and CC doi-org-9857 41 50 35 35 CD doi-org-9857 41 51   _SP doi-org-9857 41 52 % % NN doi-org-9857 41 53 felt feel VBD doi-org-9857 41 54 that that IN doi-org-9857 41 55 they -PRON- PRP doi-org-9857 41 56 were be VBD doi-org-9857 41 57 better well JJR doi-org-9857 41 58 . . . doi-org-9857 42 1 One one CD doi-org-9857 42 2 teacher teacher NN doi-org-9857 42 3 in in IN doi-org-9857 42 4 the the DT doi-org-9857 42 5 study study NN doi-org-9857 42 6 pointed point VBD doi-org-9857 42 7 out out RP doi-org-9857 42 8 that that IN doi-org-9857 42 9 “ " `` doi-org-9857 42 10 The the DT doi-org-9857 42 11 materials material NNS doi-org-9857 42 12 were be VBD doi-org-9857 42 13 free free JJ doi-org-9857 42 14 to to IN doi-org-9857 42 15 my -PRON- PRP$ doi-org-9857 42 16 students student NNS doi-org-9857 42 17 , , , doi-org-9857 42 18 which which WDT doi-org-9857 42 19 reduced reduce VBD doi-org-9857 42 20 a a DT doi-org-9857 42 21 barrier barrier NN doi-org-9857 42 22 to to IN doi-org-9857 42 23 their -PRON- PRP$ doi-org-9857 42 24 chances chance NNS doi-org-9857 42 25 for for IN doi-org-9857 42 26 academic academic JJ doi-org-9857 42 27 success success NN doi-org-9857 42 28 . . . doi-org-9857 42 29 ” " '' doi-org-9857 42 30 While while IN doi-org-9857 42 31 Stratton Stratton NNP doi-org-9857 42 32 et et FW doi-org-9857 42 33 al al NNP doi-org-9857 42 34 . . . doi-org-9857 43 1 ( ( -LRB- doi-org-9857 43 2 2007 2007 CD doi-org-9857 43 3 ) ) -RRB- doi-org-9857 43 4 noted note VBD doi-org-9857 43 5 that that IN doi-org-9857 43 6 results result NNS doi-org-9857 43 7 have have VBP doi-org-9857 43 8 been be VBN doi-org-9857 43 9 mixed mix VBN doi-org-9857 43 10 in in IN doi-org-9857 43 11 studies study NNS doi-org-9857 43 12 examining examine VBG doi-org-9857 43 13 the the DT doi-org-9857 43 14 relationship relationship NN doi-org-9857 43 15 between between IN doi-org-9857 43 16 student student NN doi-org-9857 43 17 finances finance NNS doi-org-9857 43 18 and and CC doi-org-9857 43 19 their -PRON- PRP$ doi-org-9857 43 20 success success NN doi-org-9857 43 21 in in IN doi-org-9857 43 22 continuing continue VBG doi-org-9857 43 23 through through IN doi-org-9857 43 24 completion completion NN doi-org-9857 43 25 , , , doi-org-9857 43 26 several several JJ doi-org-9857 43 27 studies study NNS doi-org-9857 43 28 have have VBP doi-org-9857 43 29 indicated indicate VBN doi-org-9857 43 30 that that IN doi-org-9857 43 31 greater great JJR doi-org-9857 43 32 financial financial JJ doi-org-9857 43 33 resources resource NNS doi-org-9857 43 34 correlate correlate VBP doi-org-9857 43 35 positively positively RB doi-org-9857 43 36 with with IN doi-org-9857 43 37 student student NN doi-org-9857 43 38 persistence persistence NN doi-org-9857 43 39 . . . doi-org-9857 44 1 For for IN doi-org-9857 44 2 example example NN doi-org-9857 44 3 , , , doi-org-9857 44 4 Paulsen Paulsen NNP doi-org-9857 44 5 and and CC doi-org-9857 44 6 St. St. NNP doi-org-9857 44 7 John John NNP doi-org-9857 44 8 ( ( -LRB- doi-org-9857 44 9 2002 2002 CD doi-org-9857 44 10 ) ) -RRB- doi-org-9857 44 11 demonstrated demonstrate VBD doi-org-9857 44 12 that that IN doi-org-9857 44 13 “ " `` doi-org-9857 44 14 the the DT doi-org-9857 44 15 responsiveness responsiveness NN doi-org-9857 44 16 of of IN doi-org-9857 44 17 poor poor JJ doi-org-9857 44 18 and and CC doi-org-9857 44 19 working working JJ doi-org-9857 44 20 - - HYPH doi-org-9857 44 21 class class NN doi-org-9857 44 22 students student NNS doi-org-9857 44 23 to to IN doi-org-9857 44 24 tuition tuition NN doi-org-9857 44 25 increases increase NNS doi-org-9857 44 26 is be VBZ doi-org-9857 44 27 alarmingly alarmingly RB doi-org-9857 44 28 high high JJ doi-org-9857 44 29 – – : doi-org-9857 44 30 reducing reduce VBG doi-org-9857 44 31 their -PRON- PRP$ doi-org-9857 44 32 probability probability NN doi-org-9857 44 33 of of IN doi-org-9857 44 34 persisting persisting NN doi-org-9857 44 35 by by IN doi-org-9857 44 36 16 16 CD doi-org-9857 44 37 and and CC doi-org-9857 44 38 19 19 CD doi-org-9857 44 39   _SP doi-org-9857 44 40 % % NN doi-org-9857 44 41 , , , doi-org-9857 44 42 respectively respectively RB doi-org-9857 44 43 , , , doi-org-9857 44 44 per per IN doi-org-9857 44 45 $ $ $ doi-org-9857 44 46 1000 1000 CD doi-org-9857 44 47 increment increment NN doi-org-9857 44 48 in in IN doi-org-9857 44 49 tuition tuition NN doi-org-9857 44 50 ” " '' doi-org-9857 44 51 ( ( -LRB- doi-org-9857 44 52 p. p. NN doi-org-9857 44 53 229 229 CD doi-org-9857 44 54 ) ) -RRB- doi-org-9857 44 55 . . . doi-org-9857 45 1 While while IN doi-org-9857 45 2 Paulsen Paulsen NNP doi-org-9857 45 3 and and CC doi-org-9857 45 4 St. St. NNP doi-org-9857 45 5 John John NNP doi-org-9857 45 6 did do VBD doi-org-9857 45 7 not not RB doi-org-9857 45 8 discuss discuss VB doi-org-9857 45 9 the the DT doi-org-9857 45 10 cost cost NN doi-org-9857 45 11 of of IN doi-org-9857 45 12 textbooks textbook NNS doi-org-9857 45 13 , , , doi-org-9857 45 14 it -PRON- PRP doi-org-9857 45 15 is be VBZ doi-org-9857 45 16 interesting interesting JJ doi-org-9857 45 17 to to TO doi-org-9857 45 18 note note VB doi-org-9857 45 19 that that IN doi-org-9857 45 20 the the DT doi-org-9857 45 21 figure figure NN doi-org-9857 45 22 they -PRON- PRP doi-org-9857 45 23 used use VBD doi-org-9857 45 24 for for IN doi-org-9857 45 25 an an DT doi-org-9857 45 26 increase increase NN doi-org-9857 45 27 in in IN doi-org-9857 45 28 tuition tuition NN doi-org-9857 45 29 ( ( -LRB- doi-org-9857 45 30 $ $ $ doi-org-9857 45 31 1000 1000 CD doi-org-9857 45 32 ) ) -RRB- doi-org-9857 45 33 , , , doi-org-9857 45 34 is be VBZ doi-org-9857 45 35 approximately approximately RB doi-org-9857 45 36 the the DT doi-org-9857 45 37 same same JJ doi-org-9857 45 38 amount amount NN doi-org-9857 45 39 of of IN doi-org-9857 45 40 money money NN doi-org-9857 45 41 full full JJ doi-org-9857 45 42 - - HYPH doi-org-9857 45 43 time time NN doi-org-9857 45 44 college college NN doi-org-9857 45 45 students student NNS doi-org-9857 45 46 typically typically RB doi-org-9857 45 47 spend spend VBP doi-org-9857 45 48 on on IN doi-org-9857 45 49 textbooks textbook NNS doi-org-9857 45 50 per per IN doi-org-9857 45 51 year year NN doi-org-9857 45 52 . . . doi-org-9857 46 1 Thus thus RB doi-org-9857 46 2 one one PRP doi-org-9857 46 3 could could MD doi-org-9857 46 4 argue argue VB doi-org-9857 46 5 that that IN doi-org-9857 46 6 reducing reduce VBG doi-org-9857 46 7 textbook textbook NN doi-org-9857 46 8 costs cost NNS doi-org-9857 46 9 to to IN doi-org-9857 46 10 zero zero CD doi-org-9857 46 11 could could MD doi-org-9857 46 12 potentially potentially RB doi-org-9857 46 13 increase increase VB doi-org-9857 46 14 persistence persistence NN doi-org-9857 46 15 rates rate NNS doi-org-9857 46 16 . . . doi-org-9857 47 1 While while IN doi-org-9857 47 2 not not RB doi-org-9857 47 3 usually usually RB doi-org-9857 47 4 measured measure VBN doi-org-9857 47 5 directly directly RB doi-org-9857 47 6 , , , doi-org-9857 47 7 it -PRON- PRP doi-org-9857 47 8 is be VBZ doi-org-9857 47 9 possible possible JJ doi-org-9857 47 10 that that IN doi-org-9857 47 11 the the DT doi-org-9857 47 12 use use NN doi-org-9857 47 13 of of IN doi-org-9857 47 14 no no DT doi-org-9857 47 15 - - HYPH doi-org-9857 47 16 cost cost NN doi-org-9857 47 17 or or CC doi-org-9857 47 18 low low JJ doi-org-9857 47 19 - - HYPH doi-org-9857 47 20 cost cost NN doi-org-9857 47 21 OER OER NNP doi-org-9857 47 22 might may MD doi-org-9857 47 23 free free VB doi-org-9857 47 24 students student NNS doi-org-9857 47 25 ’ ’ POS doi-org-9857 47 26 resources resource NNS doi-org-9857 47 27 to to TO doi-org-9857 47 28 support support VB doi-org-9857 47 29 increased increase VBN doi-org-9857 47 30 credit credit NN doi-org-9857 47 31 loads load NNS doi-org-9857 47 32 which which WDT doi-org-9857 47 33 then then RB doi-org-9857 47 34 enhance enhance VBP doi-org-9857 47 35 progress progress NN doi-org-9857 47 36 toward toward IN doi-org-9857 47 37 graduation graduation NN doi-org-9857 47 38 . . . doi-org-9857 48 1 Wiley Wiley NNP doi-org-9857 48 2 et et NNP doi-org-9857 48 3 al al NNP doi-org-9857 48 4 . . . doi-org-9857 49 1 ( ( -LRB- doi-org-9857 49 2 2015 2015 CD doi-org-9857 49 3 ) ) -RRB- doi-org-9857 49 4 analyzed analyze VBD doi-org-9857 49 5 the the DT doi-org-9857 49 6 cost cost NN doi-org-9857 49 7 savings saving NNS doi-org-9857 49 8 in in IN doi-org-9857 49 9 courses course NNS doi-org-9857 49 10 with with IN doi-org-9857 49 11 sections section NNS doi-org-9857 49 12 that that WDT doi-org-9857 49 13 used use VBD doi-org-9857 49 14 OER OER NNP doi-org-9857 49 15 and and CC doi-org-9857 49 16 sections section NNS doi-org-9857 49 17 that that WDT doi-org-9857 49 18 did do VBD doi-org-9857 49 19 not not RB doi-org-9857 49 20 . . . doi-org-9857 50 1 The the DT doi-org-9857 50 2 average average JJ doi-org-9857 50 3 cost cost NN doi-org-9857 50 4 of of IN doi-org-9857 50 5 commercial commercial JJ doi-org-9857 50 6 textbooks textbook NNS doi-org-9857 50 7 across across IN doi-org-9857 50 8 the the DT doi-org-9857 50 9 courses course NNS doi-org-9857 50 10 was be VBD doi-org-9857 50 11 $ $ $ doi-org-9857 50 12 140.85 140.85 CD doi-org-9857 50 13 which which WDT doi-org-9857 50 14 represented represent VBD doi-org-9857 50 15 a a DT doi-org-9857 50 16 potential potential JJ doi-org-9857 50 17 total total JJ doi-org-9857 50 18 cost cost NN doi-org-9857 50 19 of of IN doi-org-9857 50 20 $ $ $ doi-org-9857 50 21 1,324,017.68 1,324,017.68 CD doi-org-9857 50 22 for for IN doi-org-9857 50 23 that that DT doi-org-9857 50 24 sample sample NN doi-org-9857 50 25 . . . doi-org-9857 51 1 In in IN doi-org-9857 51 2 that that DT doi-org-9857 51 3 instance instance NN doi-org-9857 51 4 , , , doi-org-9857 51 5 OER OER NNP doi-org-9857 51 6 could could MD doi-org-9857 51 7 have have VB doi-org-9857 51 8 saved save VBN doi-org-9857 51 9 over over RP doi-org-9857 51 10 one one CD doi-org-9857 51 11 million million CD doi-org-9857 51 12 dollars dollar NNS doi-org-9857 51 13 in in IN doi-org-9857 51 14 textbook textbook NN doi-org-9857 51 15 costs cost NNS doi-org-9857 51 16 , , , doi-org-9857 51 17 which which WDT doi-org-9857 51 18 could could MD doi-org-9857 51 19 have have VB doi-org-9857 51 20 been be VBN doi-org-9857 51 21 applied apply VBN doi-org-9857 51 22 directly directly RB doi-org-9857 51 23 to to IN doi-org-9857 51 24 tuition tuition NN doi-org-9857 51 25 for for IN doi-org-9857 51 26 additional additional JJ doi-org-9857 51 27 courses course NNS doi-org-9857 51 28 . . . doi-org-9857 52 1 While while IN doi-org-9857 52 2 financial financial JJ doi-org-9857 52 3 reasons reason NNS doi-org-9857 52 4 might may MD doi-org-9857 52 5 be be VB doi-org-9857 52 6 particularly particularly RB doi-org-9857 52 7 persuasive persuasive JJ doi-org-9857 52 8 to to IN doi-org-9857 52 9 students student NNS doi-org-9857 52 10 and and CC doi-org-9857 52 11 other other JJ doi-org-9857 52 12 educational educational JJ doi-org-9857 52 13 stakeholders stakeholder NNS doi-org-9857 52 14 , , , doi-org-9857 52 15 the the DT doi-org-9857 52 16 core core JJ doi-org-9857 52 17 purpose purpose NN doi-org-9857 52 18 of of IN doi-org-9857 52 19 education education NN doi-org-9857 52 20 is be VBZ doi-org-9857 52 21 to to TO doi-org-9857 52 22 support support VB doi-org-9857 52 23 learning learning NN doi-org-9857 52 24 . . . doi-org-9857 53 1 If if IN doi-org-9857 53 2 the the DT doi-org-9857 53 3 adoption adoption NN doi-org-9857 53 4 of of IN doi-org-9857 53 5 open open JJ doi-org-9857 53 6 textbooks textbook NNS doi-org-9857 53 7 decreases decrease VBZ doi-org-9857 53 8 costs cost NNS doi-org-9857 53 9 but but CC doi-org-9857 53 10 also also RB doi-org-9857 53 11 negatively negatively RB doi-org-9857 53 12 influences influence VBZ doi-org-9857 53 13 student student NN doi-org-9857 53 14 learning learning NN doi-org-9857 53 15 , , , doi-org-9857 53 16 educators educator NNS doi-org-9857 53 17 should should MD doi-org-9857 53 18 well well RB doi-org-9857 53 19 view view VB doi-org-9857 53 20 them -PRON- PRP doi-org-9857 53 21 with with IN doi-org-9857 53 22 skepticism skepticism NN doi-org-9857 53 23 . . . doi-org-9857 54 1 While while IN doi-org-9857 54 2 encouraging encourage VBG doi-org-9857 54 3 this this DT doi-org-9857 54 4 skepticism skepticism NN doi-org-9857 54 5 , , , doi-org-9857 54 6 the the DT doi-org-9857 54 7 authors author NNS doi-org-9857 54 8 fully fully RB doi-org-9857 54 9 acknowledge acknowledge VBP doi-org-9857 54 10 that that IN doi-org-9857 54 11 institutions institution NNS doi-org-9857 54 12 and and CC doi-org-9857 54 13 educators educator NNS doi-org-9857 54 14 everywhere everywhere RB doi-org-9857 54 15 trade trade NN doi-org-9857 54 16 improved improve VBD doi-org-9857 54 17 affordability affordability NN doi-org-9857 54 18 for for IN doi-org-9857 54 19 lower low JJR doi-org-9857 54 20 outcomes outcome NNS doi-org-9857 54 21 on on IN doi-org-9857 54 22 a a DT doi-org-9857 54 23 regular regular JJ doi-org-9857 54 24 basis basis NN doi-org-9857 54 25 . . . doi-org-9857 55 1 For for IN doi-org-9857 55 2 example example NN doi-org-9857 55 3 , , , doi-org-9857 55 4 colleges college NNS doi-org-9857 55 5 universally universally RB doi-org-9857 55 6 forego forego JJ doi-org-9857 55 7 providing provide VBG doi-org-9857 55 8 a a DT doi-org-9857 55 9 full full JJ doi-org-9857 55 10 - - HYPH doi-org-9857 55 11 time time NN doi-org-9857 55 12 tutor tutor NN doi-org-9857 55 13 for for IN doi-org-9857 55 14 each each DT doi-org-9857 55 15 student student NN doi-org-9857 55 16 . . . doi-org-9857 56 1 Even even RB doi-org-9857 56 2 though though IN doi-org-9857 56 3 Bloom Bloom NNP doi-org-9857 56 4 ’s ’s NNP doi-org-9857 56 5 two two CD doi-org-9857 56 6 - - HYPH doi-org-9857 56 7 sigma sigma NN doi-org-9857 56 8 work work NN doi-org-9857 56 9 suggests suggest VBZ doi-org-9857 56 10 this this DT doi-org-9857 56 11 would would MD doi-org-9857 56 12 greatly greatly RB doi-org-9857 56 13 increase increase VB doi-org-9857 56 14 student student NN doi-org-9857 56 15 learning learning NN doi-org-9857 56 16 , , , doi-org-9857 56 17 colleges college NNS doi-org-9857 56 18 instead instead RB doi-org-9857 56 19 choose choose VBP doi-org-9857 56 20 to to TO doi-org-9857 56 21 place place VB doi-org-9857 56 22 students student NNS doi-org-9857 56 23 in in IN doi-org-9857 56 24 educationally educationally RB doi-org-9857 56 25 sub sub JJ doi-org-9857 56 26 - - JJ doi-org-9857 56 27 optimal optimal JJ doi-org-9857 56 28 but but CC doi-org-9857 56 29 significantly significantly RB doi-org-9857 56 30 more more RBR doi-org-9857 56 31 affordable affordable JJ doi-org-9857 56 32 classes class NNS doi-org-9857 56 33 with with IN doi-org-9857 56 34 many many JJ doi-org-9857 56 35 other other JJ doi-org-9857 56 36 students student NNS doi-org-9857 56 37 and and CC doi-org-9857 56 38 a a DT doi-org-9857 56 39 single single JJ doi-org-9857 56 40 instructor instructor NN doi-org-9857 56 41 . . . doi-org-9857 57 1 Because because IN doi-org-9857 57 2 this this DT doi-org-9857 57 3 particular particular JJ doi-org-9857 57 4 trade trade NN doi-org-9857 57 5 of of IN doi-org-9857 57 6 sub sub NN doi-org-9857 57 7 - - HYPH doi-org-9857 57 8 optimization optimization NN doi-org-9857 57 9 for for IN doi-org-9857 57 10 affordability affordability NN doi-org-9857 57 11 is be VBZ doi-org-9857 57 12 well well RB doi-org-9857 57 13 established establish VBN doi-org-9857 57 14 and and CC doi-org-9857 57 15 broadly broadly RB doi-org-9857 57 16 accepted accept VBN doi-org-9857 57 17 , , , doi-org-9857 57 18 it -PRON- PRP doi-org-9857 57 19 is be VBZ doi-org-9857 57 20 essentially essentially RB doi-org-9857 57 21 invisible invisible JJ doi-org-9857 57 22 to to IN doi-org-9857 57 23 many many JJ doi-org-9857 57 24 faculty faculty NN doi-org-9857 57 25 . . . doi-org-9857 58 1 By by IN doi-org-9857 58 2 contrast contrast NN doi-org-9857 58 3 , , , doi-org-9857 58 4 a a DT doi-org-9857 58 5 decrease decrease NN doi-org-9857 58 6 in in IN doi-org-9857 58 7 student student NN doi-org-9857 58 8 learning learning NN doi-org-9857 58 9 associated associate VBN doi-org-9857 58 10 with with IN doi-org-9857 58 11 the the DT doi-org-9857 58 12 adoption adoption NN doi-org-9857 58 13 of of IN doi-org-9857 58 14 open open JJ doi-org-9857 58 15 textbooks textbook NNS doi-org-9857 58 16 would would MD doi-org-9857 58 17 be be VB doi-org-9857 58 18 novel novel JJ doi-org-9857 58 19 and and CC doi-org-9857 58 20 likely likely JJ doi-org-9857 58 21 to to TO doi-org-9857 58 22 draw draw VB doi-org-9857 58 23 the the DT doi-org-9857 58 24 negative negative JJ doi-org-9857 58 25 attention attention NN doi-org-9857 58 26 of of IN doi-org-9857 58 27 faculty faculty NN doi-org-9857 58 28 , , , doi-org-9857 58 29 students student NNS doi-org-9857 58 30 , , , doi-org-9857 58 31 and and CC doi-org-9857 58 32 other other JJ doi-org-9857 58 33 stakeholders stakeholder NNS doi-org-9857 58 34 . . . doi-org-9857 59 1 However however RB doi-org-9857 59 2 , , , doi-org-9857 59 3 if if IN doi-org-9857 59 4 learning learning NN doi-org-9857 59 5 outcomes outcome NNS doi-org-9857 59 6 actually actually RB doi-org-9857 59 7 improved improve VBN doi-org-9857 59 8 in in IN doi-org-9857 59 9 settings setting NNS doi-org-9857 59 10 where where WRB doi-org-9857 59 11 open open JJ doi-org-9857 59 12 textbooks textbook NNS doi-org-9857 59 13 are be VBP doi-org-9857 59 14 utilized utilize VBN doi-org-9857 59 15 , , , doi-org-9857 59 16 there there EX doi-org-9857 59 17 may may MD doi-org-9857 59 18 be be VB doi-org-9857 59 19 significant significant JJ doi-org-9857 59 20 policy policy NN doi-org-9857 59 21 implications implication NNS doi-org-9857 59 22 . . . doi-org-9857 60 1 Perhaps perhaps RB doi-org-9857 60 2 because because IN doi-org-9857 60 3 OER OER NNP doi-org-9857 60 4 is be VBZ doi-org-9857 60 5 relatively relatively RB doi-org-9857 60 6 new new JJ doi-org-9857 60 7 , , , doi-org-9857 60 8 little little JJ doi-org-9857 60 9 research research NN doi-org-9857 60 10 has have VBZ doi-org-9857 60 11 been be VBN doi-org-9857 60 12 performed perform VBN doi-org-9857 60 13 on on IN doi-org-9857 60 14 how how WRB doi-org-9857 60 15 its -PRON- PRP$ doi-org-9857 60 16 utilization utilization NN doi-org-9857 60 17 influences influence VBZ doi-org-9857 60 18 student student NN doi-org-9857 60 19 learning learning NN doi-org-9857 60 20 . . . doi-org-9857 61 1 To to IN doi-org-9857 61 2 date date NN doi-org-9857 61 3 , , , doi-org-9857 61 4 six six CD doi-org-9857 61 5 studies study NNS doi-org-9857 61 6 have have VBP doi-org-9857 61 7 compared compare VBN doi-org-9857 61 8 student student NN doi-org-9857 61 9 performance performance NN doi-org-9857 61 10 with with IN doi-org-9857 61 11 and and CC doi-org-9857 61 12 without without IN doi-org-9857 61 13 implementing implement VBG doi-org-9857 61 14 OER OER NNP doi-org-9857 61 15 . . . doi-org-9857 62 1 These these DT doi-org-9857 62 2 studies study NNS doi-org-9857 62 3 vary vary VBP doi-org-9857 62 4 in in IN doi-org-9857 62 5 rigor rigor NNP doi-org-9857 62 6 and and CC doi-org-9857 62 7 all all DT doi-org-9857 62 8 state state NN doi-org-9857 62 9 that that IN doi-org-9857 62 10 there there EX doi-org-9857 62 11 are be VBP doi-org-9857 62 12 limitations limitation NNS doi-org-9857 62 13 to to IN doi-org-9857 62 14 their -PRON- PRP$ doi-org-9857 62 15 findings finding NNS doi-org-9857 62 16 . . . doi-org-9857 63 1 Nevertheless nevertheless RB doi-org-9857 63 2 , , , doi-org-9857 63 3 they -PRON- PRP doi-org-9857 63 4 constitute constitute VBP doi-org-9857 63 5 the the DT doi-org-9857 63 6 research research NN doi-org-9857 63 7 done do VBN doi-org-9857 63 8 to to IN doi-org-9857 63 9 the the DT doi-org-9857 63 10 present present JJ doi-org-9857 63 11 time time NN doi-org-9857 63 12 . . . doi-org-9857 64 1 Lovett Lovett NNP doi-org-9857 64 2 et et FW doi-org-9857 64 3 al al NNP doi-org-9857 64 4 . . . doi-org-9857 65 1 ( ( -LRB- doi-org-9857 65 2 2008 2008 CD doi-org-9857 65 3 ) ) -RRB- doi-org-9857 65 4 measured measure VBD doi-org-9857 65 5 the the DT doi-org-9857 65 6 efficacy efficacy NN doi-org-9857 65 7 of of IN doi-org-9857 65 8 an an DT doi-org-9857 65 9 OER OER NNP doi-org-9857 65 10 statistics statistic NNS doi-org-9857 65 11 module module NN doi-org-9857 65 12 in in IN doi-org-9857 65 13 comparison comparison NN doi-org-9857 65 14 with with IN doi-org-9857 65 15 the the DT doi-org-9857 65 16 traditional traditional JJ doi-org-9857 65 17 educational educational JJ doi-org-9857 65 18 model model NN doi-org-9857 65 19 at at IN doi-org-9857 65 20 Carnegie Carnegie NNP doi-org-9857 65 21 Mellon Mellon NNP doi-org-9857 65 22 University University NNP doi-org-9857 65 23 . . . doi-org-9857 66 1 In in IN doi-org-9857 66 2 two two CD doi-org-9857 66 3 separate separate JJ doi-org-9857 66 4 semesters semester NNS doi-org-9857 66 5 , , , doi-org-9857 66 6 they -PRON- PRP doi-org-9857 66 7 invited invite VBD doi-org-9857 66 8 students student NNS doi-org-9857 66 9 who who WP doi-org-9857 66 10 had have VBD doi-org-9857 66 11 registered register VBN doi-org-9857 66 12 for for IN doi-org-9857 66 13 an an DT doi-org-9857 66 14 introductory introductory JJ doi-org-9857 66 15 statistics statistic NNS doi-org-9857 66 16 class class NN doi-org-9857 66 17 at at IN doi-org-9857 66 18 Carnegie Carnegie NNP doi-org-9857 66 19 Mellon Mellon NNP doi-org-9857 66 20 to to TO doi-org-9857 66 21 participate participate VB doi-org-9857 66 22 in in IN doi-org-9857 66 23 an an DT doi-org-9857 66 24 experimental experimental JJ doi-org-9857 66 25 online online JJ doi-org-9857 66 26 version version NN doi-org-9857 66 27 of of IN doi-org-9857 66 28 the the DT doi-org-9857 66 29 course course NN doi-org-9857 66 30 . . . doi-org-9857 67 1 Of of IN doi-org-9857 67 2 those those DT doi-org-9857 67 3 who who WP doi-org-9857 67 4 volunteered volunteer VBD doi-org-9857 67 5 , , , doi-org-9857 67 6 approximately approximately RB doi-org-9857 67 7 one one CD doi-org-9857 67 8 - - HYPH doi-org-9857 67 9 third third NN doi-org-9857 67 10 were be VBD doi-org-9857 67 11 randomly randomly RB doi-org-9857 67 12 selected select VBN doi-org-9857 67 13 to to TO doi-org-9857 67 14 take take VB doi-org-9857 67 15 the the DT doi-org-9857 67 16 online online JJ doi-org-9857 67 17 course course NN doi-org-9857 67 18 , , , doi-org-9857 67 19 while while IN doi-org-9857 67 20 the the DT doi-org-9857 67 21 remaining remain VBG doi-org-9857 67 22 two two CD doi-org-9857 67 23 - - HYPH doi-org-9857 67 24 thirds third NNS doi-org-9857 67 25 who who WP doi-org-9857 67 26 had have VBD doi-org-9857 67 27 volunteered volunteer VBN doi-org-9857 67 28 became become VBD doi-org-9857 67 29 the the DT doi-org-9857 67 30 control control NN doi-org-9857 67 31 group group NN doi-org-9857 67 32 . . . doi-org-9857 68 1 The the DT doi-org-9857 68 2 control control NN doi-org-9857 68 3 group group NN doi-org-9857 68 4 took take VBD doi-org-9857 68 5 the the DT doi-org-9857 68 6 traditional traditional JJ doi-org-9857 68 7 , , , doi-org-9857 68 8 face face NN doi-org-9857 68 9 - - HYPH doi-org-9857 68 10 to to IN doi-org-9857 68 11 - - HYPH doi-org-9857 68 12 face face NN doi-org-9857 68 13 statistics statistic NNS doi-org-9857 68 14 class class NN doi-org-9857 68 15 at at IN doi-org-9857 68 16 Carnegie Carnegie NNP doi-org-9857 68 17 Mellon Mellon NNP doi-org-9857 68 18 . . . doi-org-9857 69 1 Researchers researcher NNS doi-org-9857 69 2 compared compare VBD doi-org-9857 69 3 the the DT doi-org-9857 69 4 results result NNS doi-org-9857 69 5 of of IN doi-org-9857 69 6 these these DT doi-org-9857 69 7 two two CD doi-org-9857 69 8 groups group NNS doi-org-9857 69 9 in in IN doi-org-9857 69 10 fall fall NN doi-org-9857 69 11 2005 2005 CD doi-org-9857 69 12 by by IN doi-org-9857 69 13 examining examine VBG doi-org-9857 69 14 their -PRON- PRP$ doi-org-9857 69 15 test test NN doi-org-9857 69 16 scores score NNS doi-org-9857 69 17 ( ( -LRB- doi-org-9857 69 18 three three CD doi-org-9857 69 19 midterms midterm NNS doi-org-9857 69 20 and and CC doi-org-9857 69 21 one one CD doi-org-9857 69 22 final final JJ doi-org-9857 69 23 exam exam NN doi-org-9857 69 24 ) ) -RRB- doi-org-9857 69 25 , , , doi-org-9857 69 26 and and CC doi-org-9857 69 27 found find VBD doi-org-9857 69 28 that that IN doi-org-9857 69 29 there there EX doi-org-9857 69 30 was be VBD doi-org-9857 69 31 no no DT doi-org-9857 69 32 significant significant JJ doi-org-9857 69 33 difference difference NN doi-org-9857 69 34 between between IN doi-org-9857 69 35 the the DT doi-org-9857 69 36 two two CD doi-org-9857 69 37 groups group NNS doi-org-9857 69 38 . . . doi-org-9857 70 1 This this DT doi-org-9857 70 2 experiment experiment NN doi-org-9857 70 3 was be VBD doi-org-9857 70 4 replicated replicate VBN doi-org-9857 70 5 in in IN doi-org-9857 70 6 spring spring NN doi-org-9857 70 7 2006 2006 CD doi-org-9857 70 8 with with IN doi-org-9857 70 9 the the DT doi-org-9857 70 10 same same JJ doi-org-9857 70 11 , , , doi-org-9857 70 12 non non JJ doi-org-9857 70 13 - - JJ doi-org-9857 70 14 significant significant JJ doi-org-9857 70 15 , , , doi-org-9857 70 16 result result NN doi-org-9857 70 17 . . . doi-org-9857 71 1 Thus thus RB doi-org-9857 71 2 , , , doi-org-9857 71 3 utilizing utilize VBG doi-org-9857 71 4 OER OER NNP doi-org-9857 71 5 resulted result VBD doi-org-9857 71 6 in in IN doi-org-9857 71 7 cost cost NN doi-org-9857 71 8 - - HYPH doi-org-9857 71 9 savings saving NNS doi-org-9857 71 10 without without IN doi-org-9857 71 11 improving improve VBG doi-org-9857 71 12 — — : doi-org-9857 71 13 or or CC doi-org-9857 71 14 sacrificing sacrifice VBG doi-org-9857 71 15 — — : doi-org-9857 71 16 learning learn VBG doi-org-9857 71 17 outcomes outcome NNS doi-org-9857 71 18 . . . doi-org-9857 72 1 In in IN doi-org-9857 72 2 another another DT doi-org-9857 72 3 study study NN doi-org-9857 72 4 focused focus VBN doi-org-9857 72 5 on on IN doi-org-9857 72 6 Carnegie Carnegie NNP doi-org-9857 72 7 Mellon Mellon NNP doi-org-9857 72 8 ’s ’s POS doi-org-9857 72 9 open open JJ doi-org-9857 72 10 statistics statistic NNS doi-org-9857 72 11 modules module NNS doi-org-9857 72 12 , , , doi-org-9857 72 13 Bowen Bowen NNP doi-org-9857 72 14 et et NNP doi-org-9857 72 15 al al NNP doi-org-9857 72 16 . . . doi-org-9857 73 1 ( ( -LRB- doi-org-9857 73 2 2014 2014 CD doi-org-9857 73 3 ) ) -RRB- doi-org-9857 73 4 compared compare VBD doi-org-9857 73 5 the the DT doi-org-9857 73 6 use use NN doi-org-9857 73 7 of of IN doi-org-9857 73 8 a a DT doi-org-9857 73 9 traditional traditional JJ doi-org-9857 73 10 textbook textbook NN doi-org-9857 73 11 in in IN doi-org-9857 73 12 a a DT doi-org-9857 73 13 face face NN doi-org-9857 73 14 - - HYPH doi-org-9857 73 15 to to IN doi-org-9857 73 16 - - HYPH doi-org-9857 73 17 face face NN doi-org-9857 73 18 lecture lecture NN doi-org-9857 73 19 class class NN doi-org-9857 73 20 with with IN doi-org-9857 73 21 that that DT doi-org-9857 73 22 of of IN doi-org-9857 73 23 a a DT doi-org-9857 73 24 blended blended JJ doi-org-9857 73 25 approach approach NN doi-org-9857 73 26 utilizing utilize VBG doi-org-9857 73 27 OER OER NNP doi-org-9857 73 28 . . . doi-org-9857 74 1 Six six CD doi-org-9857 74 2 hundred hundred CD doi-org-9857 74 3 and and CC doi-org-9857 74 4 five five CD doi-org-9857 74 5 students student NNS doi-org-9857 74 6 took take VBD doi-org-9857 74 7 the the DT doi-org-9857 74 8 OER OER NNP doi-org-9857 74 9 version version NN doi-org-9857 74 10 of of IN doi-org-9857 74 11 the the DT doi-org-9857 74 12 course course NN doi-org-9857 74 13 , , , doi-org-9857 74 14 while while IN doi-org-9857 74 15 2439 2439 CD doi-org-9857 74 16 took take VBD doi-org-9857 74 17 the the DT doi-org-9857 74 18 traditional traditional JJ doi-org-9857 74 19 version version NN doi-org-9857 74 20 . . . doi-org-9857 75 1 Bowen Bowen NNP doi-org-9857 75 2 and and CC doi-org-9857 75 3 colleagues colleague NNS doi-org-9857 75 4 found find VBD doi-org-9857 75 5 that that IN doi-org-9857 75 6 , , , doi-org-9857 75 7 while while IN doi-org-9857 75 8 students student NNS doi-org-9857 75 9 who who WP doi-org-9857 75 10 utilized utilize VBD doi-org-9857 75 11 OER OER NNP doi-org-9857 75 12 scored score VBD doi-org-9857 75 13 slightly slightly RB doi-org-9857 75 14 higher high JJR doi-org-9857 75 15 than than IN doi-org-9857 75 16 their -PRON- PRP$ doi-org-9857 75 17 peers peer NNS doi-org-9857 75 18 on on IN doi-org-9857 75 19 standardized standardized JJ doi-org-9857 75 20 exams exam NNS doi-org-9857 75 21 , , , doi-org-9857 75 22 the the DT doi-org-9857 75 23 difference difference NN doi-org-9857 75 24 was be VBD doi-org-9857 75 25 not not RB doi-org-9857 75 26 statistically statistically RB doi-org-9857 75 27 significant significant JJ doi-org-9857 75 28 . . . doi-org-9857 76 1 A a DT doi-org-9857 76 2 potential potential JJ doi-org-9857 76 3 confound confound NN doi-org-9857 76 4 was be VBD doi-org-9857 76 5 that that IN doi-org-9857 76 6 those those DT doi-org-9857 76 7 utilizing utilize VBG doi-org-9857 76 8 OER OER NNP doi-org-9857 76 9 received receive VBD doi-org-9857 76 10 blended blend VBN doi-org-9857 76 11 learning learning NN doi-org-9857 76 12 instead instead RB doi-org-9857 76 13 of of IN doi-org-9857 76 14 traditional traditional JJ doi-org-9857 76 15 face face NN doi-org-9857 76 16 - - HYPH doi-org-9857 76 17 to to IN doi-org-9857 76 18 - - HYPH doi-org-9857 76 19 face face NN doi-org-9857 76 20 instruction instruction NN doi-org-9857 76 21 . . . doi-org-9857 77 1 Thus thus RB doi-org-9857 77 2 it -PRON- PRP doi-org-9857 77 3 is be VBZ doi-org-9857 77 4 possible possible JJ doi-org-9857 77 5 that that IN doi-org-9857 77 6 the the DT doi-org-9857 77 7 pedagogy pedagogy NN doi-org-9857 77 8 masked mask VBD doi-org-9857 77 9 the the DT doi-org-9857 77 10 influence influence NN doi-org-9857 77 11 of of IN doi-org-9857 77 12 OER OER NNP doi-org-9857 77 13 . . . doi-org-9857 78 1 Nevertheless nevertheless RB doi-org-9857 78 2 , , , doi-org-9857 78 3 it -PRON- PRP doi-org-9857 78 4 is be VBZ doi-org-9857 78 5 relevant relevant JJ doi-org-9857 78 6 to to TO doi-org-9857 78 7 note note VB doi-org-9857 78 8 that that IN doi-org-9857 78 9 in in IN doi-org-9857 78 10 this this DT doi-org-9857 78 11 study study NN doi-org-9857 78 12 that that IN doi-org-9857 78 13 the the DT doi-org-9857 78 14 use use NN doi-org-9857 78 15 of of IN doi-org-9857 78 16 OER OER NNP doi-org-9857 78 17 did do VBD doi-org-9857 78 18 not not RB doi-org-9857 78 19 lead lead VB doi-org-9857 78 20 to to IN doi-org-9857 78 21 lower low JJR doi-org-9857 78 22 student student NN doi-org-9857 78 23 outcomes outcome NNS doi-org-9857 78 24 . . . doi-org-9857 79 1 In in IN doi-org-9857 79 2 a a DT doi-org-9857 79 3 non non JJ doi-org-9857 79 4 - - JJ doi-org-9857 79 5 experimental experimental JJ doi-org-9857 79 6 case case NN doi-org-9857 79 7 study study NN doi-org-9857 79 8 , , , doi-org-9857 79 9 Hilton Hilton NNP doi-org-9857 79 10 and and CC doi-org-9857 79 11 Laman Laman NNP doi-org-9857 79 12 ( ( -LRB- doi-org-9857 79 13 2012 2012 CD doi-org-9857 79 14 ) ) -RRB- doi-org-9857 79 15 compared compare VBD doi-org-9857 79 16 the the DT doi-org-9857 79 17 performance performance NN doi-org-9857 79 18 of of IN doi-org-9857 79 19 690 690 CD doi-org-9857 79 20 students student NNS doi-org-9857 79 21 using use VBG doi-org-9857 79 22 an an DT doi-org-9857 79 23 open open JJ doi-org-9857 79 24 textbook textbook NN doi-org-9857 79 25 in in IN doi-org-9857 79 26 an an DT doi-org-9857 79 27 introductory introductory JJ doi-org-9857 79 28 psychology psychology NN doi-org-9857 79 29 class class NN doi-org-9857 79 30 to to IN doi-org-9857 79 31 the the DT doi-org-9857 79 32 performance performance NN doi-org-9857 79 33 of of IN doi-org-9857 79 34 370 370 CD doi-org-9857 79 35 students student NNS doi-org-9857 79 36 who who WP doi-org-9857 79 37 used use VBD doi-org-9857 79 38 a a DT doi-org-9857 79 39 traditional traditional JJ doi-org-9857 79 40 textbook textbook NN doi-org-9857 79 41 in in IN doi-org-9857 79 42 a a DT doi-org-9857 79 43 previous previous JJ doi-org-9857 79 44 semester semester NN doi-org-9857 79 45 . . . doi-org-9857 80 1 They -PRON- PRP doi-org-9857 80 2 concluded conclude VBD doi-org-9857 80 3 that that IN doi-org-9857 80 4 students student NNS doi-org-9857 80 5 who who WP doi-org-9857 80 6 used use VBD doi-org-9857 80 7 the the DT doi-org-9857 80 8 open open JJ doi-org-9857 80 9 textbook textbook NN doi-org-9857 80 10 achieved achieve VBN doi-org-9857 80 11 better well JJR doi-org-9857 80 12 grades grade NNS doi-org-9857 80 13 in in IN doi-org-9857 80 14 the the DT doi-org-9857 80 15 course course NN doi-org-9857 80 16 , , , doi-org-9857 80 17 had have VBD doi-org-9857 80 18 a a DT doi-org-9857 80 19 lower low JJR doi-org-9857 80 20 withdrawal withdrawal NN doi-org-9857 80 21 rate rate NN doi-org-9857 80 22 , , , doi-org-9857 80 23 and and CC doi-org-9857 80 24 scored score VBD doi-org-9857 80 25 better well RBR doi-org-9857 80 26 on on IN doi-org-9857 80 27 the the DT doi-org-9857 80 28 final final JJ doi-org-9857 80 29 examination examination NN doi-org-9857 80 30 . . . doi-org-9857 81 1 Feldstein Feldstein NNP doi-org-9857 81 2 et et FW doi-org-9857 81 3 al al NNP doi-org-9857 81 4 . . . doi-org-9857 82 1 ( ( -LRB- doi-org-9857 82 2 2012 2012 CD doi-org-9857 82 3 ) ) -RRB- doi-org-9857 82 4 found find VBD doi-org-9857 82 5 that that IN doi-org-9857 82 6 students student NNS doi-org-9857 82 7 in in IN doi-org-9857 82 8 courses course NNS doi-org-9857 82 9 using use VBG doi-org-9857 82 10 open open JJ doi-org-9857 82 11 textbooks textbook NNS doi-org-9857 82 12 typically typically RB doi-org-9857 82 13 had have VBD doi-org-9857 82 14 higher high JJR doi-org-9857 82 15 grades grade NNS doi-org-9857 82 16 and and CC doi-org-9857 82 17 lower low JJR doi-org-9857 82 18 failure failure NN doi-org-9857 82 19 and and CC doi-org-9857 82 20 withdrawal withdrawal NN doi-org-9857 82 21 rates rate NNS doi-org-9857 82 22 than than IN doi-org-9857 82 23 those those DT doi-org-9857 82 24 in in IN doi-org-9857 82 25 courses course NNS doi-org-9857 82 26 with with IN doi-org-9857 82 27 traditional traditional JJ doi-org-9857 82 28 textbooks textbook NNS doi-org-9857 82 29 . . . doi-org-9857 83 1 However however RB doi-org-9857 83 2 , , , doi-org-9857 83 3 they -PRON- PRP doi-org-9857 83 4 did do VBD doi-org-9857 83 5 note note VB doi-org-9857 83 6 significant significant JJ doi-org-9857 83 7 limitations limitation NNS doi-org-9857 83 8 to to IN doi-org-9857 83 9 their -PRON- PRP$ doi-org-9857 83 10 study study NN doi-org-9857 83 11 suggesting suggest VBG doi-org-9857 83 12 that that IN doi-org-9857 83 13 they -PRON- PRP doi-org-9857 83 14 provided provide VBD doi-org-9857 83 15 only only RB doi-org-9857 83 16 interesting interesting JJ doi-org-9857 83 17 data datum NNS doi-org-9857 83 18 to to TO doi-org-9857 83 19 be be VB doi-org-9857 83 20 more more RBR doi-org-9857 83 21 rigorously rigorously RB doi-org-9857 83 22 pursued pursue VBN doi-org-9857 83 23 in in IN doi-org-9857 83 24 the the DT doi-org-9857 83 25 future future NN doi-org-9857 83 26 . . . doi-org-9857 84 1 Similarly similarly RB doi-org-9857 84 2 , , , doi-org-9857 84 3 a a DT doi-org-9857 84 4 case case NN doi-org-9857 84 5 study study NN doi-org-9857 84 6 presented present VBN doi-org-9857 84 7 by by IN doi-org-9857 84 8 Hilton Hilton NNP doi-org-9857 84 9 et et NNP doi-org-9857 84 10 al al NNP doi-org-9857 84 11 . . . doi-org-9857 85 1 ( ( -LRB- doi-org-9857 85 2 2013 2013 CD doi-org-9857 85 3 ) ) -RRB- doi-org-9857 85 4 focused focus VBD doi-org-9857 85 5 on on IN doi-org-9857 85 6 four four CD doi-org-9857 85 7 math math NN doi-org-9857 85 8 classes class NNS doi-org-9857 85 9 at at IN doi-org-9857 85 10 Scottsdale Scottsdale NNP doi-org-9857 85 11 Community Community NNP doi-org-9857 85 12 College College NNP doi-org-9857 85 13 . . . doi-org-9857 86 1 These these DT doi-org-9857 86 2 classes class NNS doi-org-9857 86 3 used use VBD doi-org-9857 86 4 the the DT doi-org-9857 86 5 same same JJ doi-org-9857 86 6 departmental departmental JJ doi-org-9857 86 7 exam exam NN doi-org-9857 86 8 for for IN doi-org-9857 86 9 each each DT doi-org-9857 86 10 course course NN doi-org-9857 86 11 for for IN doi-org-9857 86 12 several several JJ doi-org-9857 86 13 years year NNS doi-org-9857 86 14 , , , doi-org-9857 86 15 which which WDT doi-org-9857 86 16 allowed allow VBD doi-org-9857 86 17 faculty faculty NN doi-org-9857 86 18 members member NNS doi-org-9857 86 19 to to TO doi-org-9857 86 20 compare compare VB doi-org-9857 86 21 how how WRB doi-org-9857 86 22 students student NNS doi-org-9857 86 23 did do VBD doi-org-9857 86 24 on on IN doi-org-9857 86 25 department department NN doi-org-9857 86 26 exams exam NNS doi-org-9857 86 27 when when WRB doi-org-9857 86 28 OER OER NNP doi-org-9857 86 29 were be VBD doi-org-9857 86 30 used use VBN doi-org-9857 86 31 as as IN doi-org-9857 86 32 compared compare VBN doi-org-9857 86 33 with with IN doi-org-9857 86 34 previous previous JJ doi-org-9857 86 35 semesters semester NNS doi-org-9857 86 36 . . . doi-org-9857 87 1 OER OER NNP doi-org-9857 87 2 replaced replace VBD doi-org-9857 87 3 traditional traditional JJ doi-org-9857 87 4 learning learning NN doi-org-9857 87 5 materials material NNS doi-org-9857 87 6 in in IN doi-org-9857 87 7 fall fall NN doi-org-9857 87 8 2012 2012 CD doi-org-9857 87 9 , , , doi-org-9857 87 10 and and CC doi-org-9857 87 11 student student NN doi-org-9857 87 12 results result NNS doi-org-9857 87 13 at at IN doi-org-9857 87 14 the the DT doi-org-9857 87 15 end end NN doi-org-9857 87 16 of of IN doi-org-9857 87 17 this this DT doi-org-9857 87 18 semester semester NN doi-org-9857 87 19 were be VBD doi-org-9857 87 20 approximately approximately RB doi-org-9857 87 21 the the DT doi-org-9857 87 22 same same JJ doi-org-9857 87 23 as as IN doi-org-9857 87 24 those those DT doi-org-9857 87 25 obtained obtain VBN doi-org-9857 87 26 by by IN doi-org-9857 87 27 students student NNS doi-org-9857 87 28 in in IN doi-org-9857 87 29 fall fall NN doi-org-9857 87 30 2011 2011 CD doi-org-9857 87 31 and and CC doi-org-9857 87 32 fall fall VB doi-org-9857 87 33 2010 2010 CD doi-org-9857 87 34 . . . doi-org-9857 88 1 Pawlyshyn Pawlyshyn NNP doi-org-9857 88 2 et et NNP doi-org-9857 88 3 al al NNP doi-org-9857 88 4 . . . doi-org-9857 89 1 ( ( -LRB- doi-org-9857 89 2 2013 2013 CD doi-org-9857 89 3 ) ) -RRB- doi-org-9857 89 4 found find VBD doi-org-9857 89 5 that that IN doi-org-9857 89 6 when when WRB doi-org-9857 89 7 OER OER NNP doi-org-9857 89 8 material material NN doi-org-9857 89 9 was be VBD doi-org-9857 89 10 integrated integrate VBN doi-org-9857 89 11 into into IN doi-org-9857 89 12 the the DT doi-org-9857 89 13 math math NN doi-org-9857 89 14 courses course NNS doi-org-9857 89 15 at at IN doi-org-9857 89 16 Mercy Mercy NNP doi-org-9857 89 17 College College NNP doi-org-9857 89 18 , , , doi-org-9857 89 19 student student NN doi-org-9857 89 20 learning learning NN doi-org-9857 89 21 significantly significantly RB doi-org-9857 89 22 increased increase VBD doi-org-9857 89 23 . . . doi-org-9857 90 1 The the DT doi-org-9857 90 2 pass pass NN doi-org-9857 90 3 rates rate NNS doi-org-9857 90 4 of of IN doi-org-9857 90 5 math math NN doi-org-9857 90 6 courses course NNS doi-org-9857 90 7 increased increase VBD doi-org-9857 90 8 from from IN doi-org-9857 90 9 63.6 63.6 CD doi-org-9857 90 10   _SP doi-org-9857 90 11 % % NN doi-org-9857 90 12 in in IN doi-org-9857 90 13 fall fall NN doi-org-9857 90 14 2011 2011 CD doi-org-9857 90 15 ( ( -LRB- doi-org-9857 90 16 when when WRB doi-org-9857 90 17 traditional traditional JJ doi-org-9857 90 18 learning learning NN doi-org-9857 90 19 materials material NNS doi-org-9857 90 20 were be VBD doi-org-9857 90 21 employed employ VBN doi-org-9857 90 22 ) ) -RRB- doi-org-9857 90 23 to to IN doi-org-9857 90 24 68.9 68.9 CD doi-org-9857 90 25   _SP doi-org-9857 90 26 % % NN doi-org-9857 90 27 in in IN doi-org-9857 90 28 fall fall NN doi-org-9857 90 29 2012 2012 CD doi-org-9857 90 30 when when WRB doi-org-9857 90 31 all all DT doi-org-9857 90 32 courses course NNS doi-org-9857 90 33 were be VBD doi-org-9857 90 34 taught teach VBN doi-org-9857 90 35 with with IN doi-org-9857 90 36 OER OER NNP doi-org-9857 90 37 . . . doi-org-9857 91 1 Similarly similarly RB doi-org-9857 91 2 , , , doi-org-9857 91 3 students student NNS doi-org-9857 91 4 who who WP doi-org-9857 91 5 were be VBD doi-org-9857 91 6 enrolled enrol VBN doi-org-9857 91 7 in in IN doi-org-9857 91 8 OER OER NNP doi-org-9857 91 9 versions version NNS doi-org-9857 91 10 of of IN doi-org-9857 91 11 a a DT doi-org-9857 91 12 reading reading NN doi-org-9857 91 13 course course NN doi-org-9857 91 14 performed perform VBD doi-org-9857 91 15 better well RBR doi-org-9857 91 16 than than IN doi-org-9857 91 17 their -PRON- PRP$ doi-org-9857 91 18 peers peer NNS doi-org-9857 91 19 who who WP doi-org-9857 91 20 enrolled enrol VBD doi-org-9857 91 21 in in IN doi-org-9857 91 22 the the DT doi-org-9857 91 23 same same JJ doi-org-9857 91 24 course course NN doi-org-9857 91 25 using use VBG doi-org-9857 91 26 non non JJ doi-org-9857 91 27 - - JJ doi-org-9857 91 28 OER oer JJ doi-org-9857 91 29 materials material NNS doi-org-9857 91 30 . . . doi-org-9857 92 1 Recent recent JJ doi-org-9857 92 2 research research NN doi-org-9857 92 3 indicates indicate VBZ doi-org-9857 92 4 that that IN doi-org-9857 92 5 a a DT doi-org-9857 92 6 majority majority NN doi-org-9857 92 7 of of IN doi-org-9857 92 8 faculty faculty NN doi-org-9857 92 9 members member NNS doi-org-9857 92 10 perceive perceive VBP doi-org-9857 92 11 OER OER NNP doi-org-9857 92 12 to to TO doi-org-9857 92 13 be be VB doi-org-9857 92 14 of of IN doi-org-9857 92 15 approximately approximately RB doi-org-9857 92 16 the the DT doi-org-9857 92 17 same same JJ doi-org-9857 92 18 quality quality NN doi-org-9857 92 19 as as IN doi-org-9857 92 20 traditional traditional JJ doi-org-9857 92 21 textbooks textbook NNS doi-org-9857 92 22 . . . doi-org-9857 93 1 Allen Allen NNP doi-org-9857 93 2 and and CC doi-org-9857 93 3 Seaman Seaman NNP doi-org-9857 93 4 ( ( -LRB- doi-org-9857 93 5 2014 2014 CD doi-org-9857 93 6 ) ) -RRB- doi-org-9857 93 7 surveyed survey VBN doi-org-9857 93 8 2144 2144 CD doi-org-9857 93 9 college college NN doi-org-9857 93 10 professors professor NNS doi-org-9857 93 11 regarding regard VBG doi-org-9857 93 12 OER OER NNP doi-org-9857 93 13 . . . doi-org-9857 94 1 Of of IN doi-org-9857 94 2 the the DT doi-org-9857 94 3 34 34 CD doi-org-9857 94 4   _SP doi-org-9857 94 5 % % NN doi-org-9857 94 6 ( ( -LRB- doi-org-9857 94 7 729 729 CD doi-org-9857 94 8 ) ) -RRB- doi-org-9857 94 9 who who WP doi-org-9857 94 10 were be VBD doi-org-9857 94 11 aware aware JJ doi-org-9857 94 12 of of IN doi-org-9857 94 13 OER OER NNP doi-org-9857 94 14 , , , doi-org-9857 94 15 61.5 61.5 CD doi-org-9857 94 16   _SP doi-org-9857 94 17 % % NN doi-org-9857 94 18 indicated indicate VBD doi-org-9857 94 19 OER OER NNP doi-org-9857 94 20 had have VBD doi-org-9857 94 21 about about IN doi-org-9857 94 22 the the DT doi-org-9857 94 23 same same JJ doi-org-9857 94 24 “ " `` doi-org-9857 94 25 trusted trusted JJ doi-org-9857 94 26 quality quality NN doi-org-9857 94 27 ” " '' doi-org-9857 94 28 as as IN doi-org-9857 94 29 traditional traditional JJ doi-org-9857 94 30 resources resource NNS doi-org-9857 94 31 , , , doi-org-9857 94 32 26.3 26.3 CD doi-org-9857 94 33   _SP doi-org-9857 94 34 % % NN doi-org-9857 94 35 said say VBD doi-org-9857 94 36 that that IN doi-org-9857 94 37 traditional traditional JJ doi-org-9857 94 38 resources resource NNS doi-org-9857 94 39 were be VBD doi-org-9857 94 40 superior superior JJ doi-org-9857 94 41 , , , doi-org-9857 94 42 and and CC doi-org-9857 94 43 12.1 12.1 CD doi-org-9857 94 44   _SP doi-org-9857 94 45 % % NN doi-org-9857 94 46 said say VBD doi-org-9857 94 47 that that IN doi-org-9857 94 48 OER OER NNP doi-org-9857 94 49 were be VBD doi-org-9857 94 50 superior superior JJ doi-org-9857 94 51 . . . doi-org-9857 95 1 Similarly similarly RB doi-org-9857 95 2 , , , doi-org-9857 95 3 68.2 68.2 CD doi-org-9857 95 4   _SP doi-org-9857 95 5 % % NN doi-org-9857 95 6 said say VBD doi-org-9857 95 7 that that IN doi-org-9857 95 8 the the DT doi-org-9857 95 9 “ " `` doi-org-9857 95 10 proven prove VBN doi-org-9857 95 11 efficacy efficacy NN doi-org-9857 95 12 ” " '' doi-org-9857 95 13 were be VBD doi-org-9857 95 14 about about RB doi-org-9857 95 15 the the DT doi-org-9857 95 16 same same JJ doi-org-9857 95 17 , , , doi-org-9857 95 18 16.5 16.5 CD doi-org-9857 95 19   _SP doi-org-9857 95 20 % % NN doi-org-9857 95 21 said say VBD doi-org-9857 95 22 that that IN doi-org-9857 95 23 OER OER NNP doi-org-9857 95 24 had have VBD doi-org-9857 95 25 superior superior JJ doi-org-9857 95 26 efficacy efficacy NN doi-org-9857 95 27 , , , doi-org-9857 95 28 and and CC doi-org-9857 95 29 15.3 15.3 CD doi-org-9857 95 30   _SP doi-org-9857 95 31 % % NN doi-org-9857 95 32 said say VBD doi-org-9857 95 33 that that IN doi-org-9857 95 34 traditional traditional JJ doi-org-9857 95 35 resources resource NNS doi-org-9857 95 36 had have VBD doi-org-9857 95 37 superior superior JJ doi-org-9857 95 38 efficacy efficacy NN doi-org-9857 95 39 . . . doi-org-9857 96 1 Allen Allen NNP doi-org-9857 96 2 et et FW doi-org-9857 96 3 al al NNP doi-org-9857 96 4 . . . doi-org-9857 97 1 ( ( -LRB- doi-org-9857 97 2 2015 2015 CD doi-org-9857 97 3 ) ) -RRB- doi-org-9857 97 4 studied study VBD doi-org-9857 97 5 an an DT doi-org-9857 97 6 experimental experimental JJ doi-org-9857 97 7 class class NN doi-org-9857 97 8 of of IN doi-org-9857 97 9 478 478 CD doi-org-9857 97 10 students student NNS doi-org-9857 97 11 that that WDT doi-org-9857 97 12 used use VBD doi-org-9857 97 13 OER OER NNP doi-org-9857 97 14 known know VBN doi-org-9857 97 15 as as IN doi-org-9857 97 16 ChemWiki ChemWiki NNP doi-org-9857 97 17 for for IN doi-org-9857 97 18 its -PRON- PRP$ doi-org-9857 97 19 primary primary JJ doi-org-9857 97 20 textbook textbook NN doi-org-9857 97 21 , , , doi-org-9857 97 22 while while IN doi-org-9857 97 23 a a DT doi-org-9857 97 24 control control NN doi-org-9857 97 25 class class NN doi-org-9857 97 26 of of IN doi-org-9857 97 27 448 448 CD doi-org-9857 97 28 utilized utilize VBD doi-org-9857 97 29 a a DT doi-org-9857 97 30 commercial commercial JJ doi-org-9857 97 31 textbook textbook NN doi-org-9857 97 32 . . . doi-org-9857 98 1 These these DT doi-org-9857 98 2 two two CD doi-org-9857 98 3 sections section NNS doi-org-9857 98 4 were be VBD doi-org-9857 98 5 taught teach VBN doi-org-9857 98 6 the the DT doi-org-9857 98 7 same same JJ doi-org-9857 98 8 semester semester NN doi-org-9857 98 9 at at IN doi-org-9857 98 10 consecutive consecutive JJ doi-org-9857 98 11 hours hour NNS doi-org-9857 98 12 using use VBG doi-org-9857 98 13 the the DT doi-org-9857 98 14 same same JJ doi-org-9857 98 15 faculty faculty NN doi-org-9857 98 16 member member NN doi-org-9857 98 17 and and CC doi-org-9857 98 18 teaching teaching NN doi-org-9857 98 19 assistants assistant NNS doi-org-9857 98 20 in in IN doi-org-9857 98 21 order order NN doi-org-9857 98 22 to to TO doi-org-9857 98 23 control control VB doi-org-9857 98 24 for for IN doi-org-9857 98 25 potential potential JJ doi-org-9857 98 26 confounds confound NNS doi-org-9857 98 27 . . . doi-org-9857 99 1 Students student NNS doi-org-9857 99 2 in in IN doi-org-9857 99 3 these these DT doi-org-9857 99 4 classes class NNS doi-org-9857 99 5 received receive VBD doi-org-9857 99 6 the the DT doi-org-9857 99 7 same same JJ doi-org-9857 99 8 exams exam NNS doi-org-9857 99 9 . . . doi-org-9857 100 1 No no DT doi-org-9857 100 2 significant significant JJ doi-org-9857 100 3 differences difference NNS doi-org-9857 100 4 were be VBD doi-org-9857 100 5 found find VBN doi-org-9857 100 6 between between IN doi-org-9857 100 7 the the DT doi-org-9857 100 8 two two CD doi-org-9857 100 9 groups group NNS doi-org-9857 100 10 . . . doi-org-9857 101 1 Beginning begin VBG doi-org-9857 101 2 of of IN doi-org-9857 101 3 the the DT doi-org-9857 101 4 semester semester NN doi-org-9857 101 5 pre pre VBN doi-org-9857 101 6 - - NNS doi-org-9857 101 7 tests test NNS doi-org-9857 101 8 combined combine VBN doi-org-9857 101 9 with with IN doi-org-9857 101 10 final final JJ doi-org-9857 101 11 exams exam NNS doi-org-9857 101 12 showed show VBD doi-org-9857 101 13 no no DT doi-org-9857 101 14 significant significant JJ doi-org-9857 101 15 differences difference NNS doi-org-9857 101 16 in in IN doi-org-9857 101 17 individual individual JJ doi-org-9857 101 18 learning learn VBG doi-org-9857 101 19 gains gain NNS doi-org-9857 101 20 between between IN doi-org-9857 101 21 the the DT doi-org-9857 101 22 two two CD doi-org-9857 101 23 groups group NNS doi-org-9857 101 24 , , , doi-org-9857 101 25 thus thus RB doi-org-9857 101 26 indicating indicate VBG doi-org-9857 101 27 that that IN doi-org-9857 101 28 OER OER NNP doi-org-9857 101 29 could could MD doi-org-9857 101 30 be be VB doi-org-9857 101 31 substituted substitute VBN doi-org-9857 101 32 without without IN doi-org-9857 101 33 any any DT doi-org-9857 101 34 negative negative JJ doi-org-9857 101 35 impact impact NN doi-org-9857 101 36 on on IN doi-org-9857 101 37 learning learn VBG doi-org-9857 101 38 . . . doi-org-9857 102 1 While while IN doi-org-9857 102 2 the the DT doi-org-9857 102 3 aforementioned aforementioned JJ doi-org-9857 102 4 research research NN doi-org-9857 102 5 provided provide VBD doi-org-9857 102 6 interesting interesting JJ doi-org-9857 102 7 contextual contextual JJ doi-org-9857 102 8 case case NN doi-org-9857 102 9 studies study NNS doi-org-9857 102 10 and and CC doi-org-9857 102 11 varying vary VBG doi-org-9857 102 12 degrees degree NNS doi-org-9857 102 13 of of IN doi-org-9857 102 14 statistical statistical JJ doi-org-9857 102 15 rigor rigor NN doi-org-9857 102 16 , , , doi-org-9857 102 17 much much RB doi-org-9857 102 18 more more JJR doi-org-9857 102 19 work work NN doi-org-9857 102 20 needs need VBZ doi-org-9857 102 21 to to TO doi-org-9857 102 22 be be VB doi-org-9857 102 23 done do VBN doi-org-9857 102 24 to to TO doi-org-9857 102 25 ascertain ascertain VB doi-org-9857 102 26 the the DT doi-org-9857 102 27 relationships relationship NNS doi-org-9857 102 28 between between IN doi-org-9857 102 29 the the DT doi-org-9857 102 30 use use NN doi-org-9857 102 31 of of IN doi-org-9857 102 32 OER OER NNP doi-org-9857 102 33 and and CC doi-org-9857 102 34 student student NN doi-org-9857 102 35 academic academic JJ doi-org-9857 102 36 performance performance NN doi-org-9857 102 37 . . . doi-org-9857 103 1 The the DT doi-org-9857 103 2 purpose purpose NN doi-org-9857 103 3 of of IN doi-org-9857 103 4 this this DT doi-org-9857 103 5 study study NN doi-org-9857 103 6 was be VBD doi-org-9857 103 7 , , , doi-org-9857 103 8 therefore therefore RB doi-org-9857 103 9 , , , doi-org-9857 103 10 to to TO doi-org-9857 103 11 explore explore VB doi-org-9857 103 12 whether whether IN doi-org-9857 103 13 the the DT doi-org-9857 103 14 use use NN doi-org-9857 103 15 of of IN doi-org-9857 103 16 open open JJ doi-org-9857 103 17 textbooks textbook NNS doi-org-9857 103 18 at at IN doi-org-9857 103 19 10 10 CD doi-org-9857 103 20 colleges college NNS doi-org-9857 103 21 significantly significantly RB doi-org-9857 103 22 predicted predict VBD doi-org-9857 103 23 learning learning NN doi-org-9857 103 24 outcomes outcome NNS doi-org-9857 103 25 in in IN doi-org-9857 103 26 a a DT doi-org-9857 103 27 group group NN doi-org-9857 103 28 of of IN doi-org-9857 103 29 16,727 16,727 CD doi-org-9857 103 30 post post JJ doi-org-9857 103 31 - - JJ doi-org-9857 103 32 secondary secondary JJ doi-org-9857 103 33 students student NNS doi-org-9857 103 34 . . . doi-org-9857 104 1 In in IN doi-org-9857 104 2 the the DT doi-org-9857 104 3 present present JJ doi-org-9857 104 4 study study NN doi-org-9857 104 5 we -PRON- PRP doi-org-9857 104 6 sought seek VBD doi-org-9857 104 7 to to TO doi-org-9857 104 8 address address VB doi-org-9857 104 9 the the DT doi-org-9857 104 10 following follow VBG doi-org-9857 104 11 questions question NNS doi-org-9857 104 12 : : : doi-org-9857 104 13 1 1 LS doi-org-9857 104 14 . . . doi-org-9857 105 1 Comparing compare VBG doi-org-9857 105 2 students student NNS doi-org-9857 105 3 who who WP doi-org-9857 105 4 utilize utilize VBP doi-org-9857 105 5 OER OER NNP doi-org-9857 105 6 and and CC doi-org-9857 105 7 those those DT doi-org-9857 105 8 who who WP doi-org-9857 105 9 do do VBP doi-org-9857 105 10 not not RB doi-org-9857 105 11 , , , doi-org-9857 105 12 is be VBZ doi-org-9857 105 13 there there EX doi-org-9857 105 14 a a DT doi-org-9857 105 15 difference difference NN doi-org-9857 105 16 in in IN doi-org-9857 105 17 the the DT doi-org-9857 105 18 number number NN doi-org-9857 105 19 of of IN doi-org-9857 105 20 students student NNS doi-org-9857 105 21 who who WP doi-org-9857 105 22 complete complete VBP doi-org-9857 105 23 a a DT doi-org-9857 105 24 course course NN doi-org-9857 105 25 ? ? . doi-org-9857 106 1 2 2 LS doi-org-9857 106 2 . . . doi-org-9857 107 1 Comparing compare VBG doi-org-9857 107 2 students student NNS doi-org-9857 107 3 who who WP doi-org-9857 107 4 utilize utilize VBP doi-org-9857 107 5 OER OER NNP doi-org-9857 107 6 and and CC doi-org-9857 107 7 those those DT doi-org-9857 107 8 who who WP doi-org-9857 107 9 do do VBP doi-org-9857 107 10 not not RB doi-org-9857 107 11 , , , doi-org-9857 107 12 is be VBZ doi-org-9857 107 13 there there EX doi-org-9857 107 14 a a DT doi-org-9857 107 15 difference difference NN doi-org-9857 107 16 in in IN doi-org-9857 107 17 the the DT doi-org-9857 107 18 number number NN doi-org-9857 107 19 of of IN doi-org-9857 107 20 students student NNS doi-org-9857 107 21 who who WP doi-org-9857 107 22 pass pass VBP doi-org-9857 107 23 a a DT doi-org-9857 107 24 course course NN doi-org-9857 107 25 with with IN doi-org-9857 107 26 a a DT doi-org-9857 107 27 C- c- NN doi-org-9857 107 28 or or CC doi-org-9857 107 29 better well JJR doi-org-9857 107 30 grade grade NN doi-org-9857 107 31 ? ? . doi-org-9857 108 1 3 3 LS doi-org-9857 108 2 . . . doi-org-9857 109 1 Comparing compare VBG doi-org-9857 109 2 students student NNS doi-org-9857 109 3 who who WP doi-org-9857 109 4 utilize utilize VBP doi-org-9857 109 5 OER OER NNP doi-org-9857 109 6 with with IN doi-org-9857 109 7 those those DT doi-org-9857 109 8 who who WP doi-org-9857 109 9 do do VBP doi-org-9857 109 10 not not RB doi-org-9857 109 11 , , , doi-org-9857 109 12 is be VBZ doi-org-9857 109 13 there there EX doi-org-9857 109 14 a a DT doi-org-9857 109 15 difference difference NN doi-org-9857 109 16 in in IN doi-org-9857 109 17 the the DT doi-org-9857 109 18 course course NN doi-org-9857 109 19 grade grade NN doi-org-9857 109 20 ? ? . doi-org-9857 110 1 4 4 LS doi-org-9857 110 2 . . . doi-org-9857 111 1 Comparing compare VBG doi-org-9857 111 2 students student NNS doi-org-9857 111 3 who who WP doi-org-9857 111 4 utilize utilize VBP doi-org-9857 111 5 OER OER NNP doi-org-9857 111 6 and and CC doi-org-9857 111 7 those those DT doi-org-9857 111 8 who who WP doi-org-9857 111 9 do do VBP doi-org-9857 111 10 not not RB doi-org-9857 111 11 , , , doi-org-9857 111 12 is be VBZ doi-org-9857 111 13 there there EX doi-org-9857 111 14 a a DT doi-org-9857 111 15 difference difference NN doi-org-9857 111 16 in in IN doi-org-9857 111 17 the the DT doi-org-9857 111 18 number number NN doi-org-9857 111 19 of of IN doi-org-9857 111 20 credits credit NNS doi-org-9857 111 21 they -PRON- PRP doi-org-9857 111 22 take take VBP doi-org-9857 111 23 in in RP doi-org-9857 111 24 the the DT doi-org-9857 111 25 semester semester NN doi-org-9857 111 26 they -PRON- PRP doi-org-9857 111 27 used use VBD doi-org-9857 111 28 OER OER NNP doi-org-9857 111 29 ( ( -LRB- doi-org-9857 111 30 fall fall NN doi-org-9857 111 31 ) ) -RRB- doi-org-9857 111 32 ? ? . doi-org-9857 112 1 5 5 CD doi-org-9857 112 2 . . . doi-org-9857 113 1 Comparing compare VBG doi-org-9857 113 2 students student NNS doi-org-9857 113 3 who who WP doi-org-9857 113 4 utilize utilize VBP doi-org-9857 113 5 OER OER NNP doi-org-9857 113 6 and and CC doi-org-9857 113 7 those those DT doi-org-9857 113 8 who who WP doi-org-9857 113 9 do do VBP doi-org-9857 113 10 not not RB doi-org-9857 113 11 , , , doi-org-9857 113 12 is be VBZ doi-org-9857 113 13 there there EX doi-org-9857 113 14 a a DT doi-org-9857 113 15 difference difference NN doi-org-9857 113 16 in in IN doi-org-9857 113 17 the the DT doi-org-9857 113 18 number number NN doi-org-9857 113 19 of of IN doi-org-9857 113 20 credits credit NNS doi-org-9857 113 21 they -PRON- PRP doi-org-9857 113 22 take take VBP doi-org-9857 113 23 the the DT doi-org-9857 113 24 semester semester NN doi-org-9857 113 25 after after IN doi-org-9857 113 26 the the DT doi-org-9857 113 27 one one CD doi-org-9857 113 28 in in IN doi-org-9857 113 29 which which WDT doi-org-9857 113 30 they -PRON- PRP doi-org-9857 113 31 utilized utilize VBD doi-org-9857 113 32 OER OER NNP doi-org-9857 113 33 ( ( -LRB- doi-org-9857 113 34 winter winter NN doi-org-9857 113 35 ) ) -RRB- doi-org-9857 113 36 ? ? . doi-org-9857 114 1 Methods method NNS doi-org-9857 114 2 Participants participant NNS doi-org-9857 114 3 The the DT doi-org-9857 114 4 initial initial JJ doi-org-9857 114 5 data datum NNS doi-org-9857 114 6 set set NN doi-org-9857 114 7 consisted consist VBN doi-org-9857 114 8 of of IN doi-org-9857 114 9 4128 4128 CD doi-org-9857 114 10 students student NNS doi-org-9857 114 11 enrolled enrol VBN doi-org-9857 114 12 in in IN doi-org-9857 114 13 undergraduate undergraduate JJ doi-org-9857 114 14 courses course NNS doi-org-9857 114 15 from from IN doi-org-9857 114 16 the the DT doi-org-9857 114 17 following follow VBG doi-org-9857 114 18 4-year 4-year CD doi-org-9857 114 19 colleges college NNS doi-org-9857 114 20 : : : doi-org-9857 114 21 Chadron Chadron NNP doi-org-9857 114 22 State State NNP doi-org-9857 114 23 College College NNP doi-org-9857 114 24 , , , doi-org-9857 114 25 Mercy Mercy NNP doi-org-9857 114 26 College College NNP doi-org-9857 114 27 , , , doi-org-9857 114 28 Peru Peru NNP doi-org-9857 114 29 , , , doi-org-9857 114 30 and and CC doi-org-9857 114 31 Pittsburg Pittsburg NNP doi-org-9857 114 32 State State NNP doi-org-9857 114 33 University University NNP doi-org-9857 114 34 . . . doi-org-9857 115 1 There there EX doi-org-9857 115 2 were be VBD doi-org-9857 115 3 also also RB doi-org-9857 115 4 12,599 12,599 CD doi-org-9857 115 5 students student NNS doi-org-9857 115 6 enrolled enrol VBN doi-org-9857 115 7 in in IN doi-org-9857 115 8 the the DT doi-org-9857 115 9 following follow VBG doi-org-9857 115 10 community community NN doi-org-9857 115 11 colleges college NNS doi-org-9857 115 12 : : : doi-org-9857 115 13 Middlesex Middlesex NNP doi-org-9857 115 14 Community Community NNP doi-org-9857 115 15 College College NNP doi-org-9857 115 16 , , , doi-org-9857 115 17 Middle Middle NNP doi-org-9857 115 18 Valley Valley NNP doi-org-9857 115 19 Community Community NNP doi-org-9857 115 20 College College NNP doi-org-9857 115 21 , , , doi-org-9857 115 22 Onondaga Onondaga NNP doi-org-9857 115 23 Community Community NNP doi-org-9857 115 24 College College NNP doi-org-9857 115 25 , , , doi-org-9857 115 26 Santa Santa NNP doi-org-9857 115 27 Ana Ana NNP doi-org-9857 115 28 Community Community NNP doi-org-9857 115 29 College College NNP doi-org-9857 115 30 , , , doi-org-9857 115 31 Salt Salt NNP doi-org-9857 115 32 Lake Lake NNP doi-org-9857 115 33 Community Community NNP doi-org-9857 115 34 College College NNP doi-org-9857 115 35 , , , doi-org-9857 115 36 and and CC doi-org-9857 115 37 Tompkins Tompkins NNP doi-org-9857 115 38 Cortland Cortland NNP doi-org-9857 115 39 Community Community NNP doi-org-9857 115 40 College College NNP doi-org-9857 115 41 . . . doi-org-9857 116 1 Courses course NNS doi-org-9857 116 2 included include VBD doi-org-9857 116 3 a a DT doi-org-9857 116 4 wide wide JJ doi-org-9857 116 5 range range NN doi-org-9857 116 6 of of IN doi-org-9857 116 7 content content NN doi-org-9857 116 8 including include VBG doi-org-9857 116 9 mathematics mathematic NNS doi-org-9857 116 10 , , , doi-org-9857 116 11 English English NNP doi-org-9857 116 12 , , , doi-org-9857 116 13 psychology psychology NN doi-org-9857 116 14 , , , doi-org-9857 116 15 biology biology NN doi-org-9857 116 16 , , , doi-org-9857 116 17 chemistry chemistry NN doi-org-9857 116 18 , , , doi-org-9857 116 19 business business NN doi-org-9857 116 20 , , , doi-org-9857 116 21 history history NN doi-org-9857 116 22 , , , doi-org-9857 116 23 education education NN doi-org-9857 116 24 and and CC doi-org-9857 116 25 developmental developmental JJ doi-org-9857 116 26 courses course NNS doi-org-9857 116 27 . . . doi-org-9857 117 1 Only only RB doi-org-9857 117 2 15 15 CD doi-org-9857 117 3 courses course NNS doi-org-9857 117 4 included include VBD doi-org-9857 117 5 sections section NNS doi-org-9857 117 6 in in IN doi-org-9857 117 7 which which WDT doi-org-9857 117 8 either either DT doi-org-9857 117 9 OER OER NNP doi-org-9857 117 10 ( ( -LRB- doi-org-9857 117 11 treatment treatment NN doi-org-9857 117 12 ) ) -RRB- doi-org-9857 117 13 or or CC doi-org-9857 117 14 commercial commercial JJ doi-org-9857 117 15 textbooks textbook NNS doi-org-9857 117 16 ( ( -LRB- doi-org-9857 117 17 control control NN doi-org-9857 117 18 ) ) -RRB- doi-org-9857 117 19 were be VBD doi-org-9857 117 20 used use VBN doi-org-9857 117 21 . . . doi-org-9857 118 1 Courses course NNS doi-org-9857 118 2 that that WDT doi-org-9857 118 3 included include VBD doi-org-9857 118 4 only only RB doi-org-9857 118 5 OER OER NNP doi-org-9857 118 6 sections section NNS doi-org-9857 118 7 or or CC doi-org-9857 118 8 only only JJ doi-org-9857 118 9 commercial commercial JJ doi-org-9857 118 10 textbook textbook NN doi-org-9857 118 11 sections section NNS doi-org-9857 118 12 were be VBD doi-org-9857 118 13 not not RB doi-org-9857 118 14 included include VBN doi-org-9857 118 15 in in IN doi-org-9857 118 16 the the DT doi-org-9857 118 17 course course NN doi-org-9857 118 18 - - HYPH doi-org-9857 118 19 by by IN doi-org-9857 118 20 - - HYPH doi-org-9857 118 21 course course NN doi-org-9857 118 22 analyses analysis NNS doi-org-9857 118 23 . . . doi-org-9857 119 1 The the DT doi-org-9857 119 2 initial initial JJ doi-org-9857 119 3 sample sample NN doi-org-9857 119 4 included include VBD doi-org-9857 119 5 4909 4909 CD doi-org-9857 119 6 students student NNS doi-org-9857 119 7 in in IN doi-org-9857 119 8 the the DT doi-org-9857 119 9 treatment treatment NN doi-org-9857 119 10 condition condition NN doi-org-9857 119 11 with with IN doi-org-9857 119 12 11,818 11,818 CD doi-org-9857 119 13 in in IN doi-org-9857 119 14 the the DT doi-org-9857 119 15 control control NN doi-org-9857 119 16 condition condition NN doi-org-9857 119 17 . . . doi-org-9857 120 1 Females female NNS doi-org-9857 120 2 represented represent VBD doi-org-9857 120 3 59.8 59.8 CD doi-org-9857 120 4   _SP doi-org-9857 120 5 % % NN doi-org-9857 120 6 of of IN doi-org-9857 120 7 the the DT doi-org-9857 120 8 sample sample NN doi-org-9857 120 9 . . . doi-org-9857 121 1 Minority minority NN doi-org-9857 121 2 students student NNS doi-org-9857 121 3 represented represent VBD doi-org-9857 121 4 57.5 57.5 CD doi-org-9857 121 5   _SP doi-org-9857 121 6 % % NN doi-org-9857 121 7 of of IN doi-org-9857 121 8 the the DT doi-org-9857 121 9 sample sample NN doi-org-9857 121 10 . . . doi-org-9857 122 1 Ages age NNS doi-org-9857 122 2 of of IN doi-org-9857 122 3 students student NNS doi-org-9857 122 4 ranged range VBD doi-org-9857 122 5 from from IN doi-org-9857 122 6 15 15 CD doi-org-9857 122 7 to to IN doi-org-9857 122 8 87 87 CD doi-org-9857 122 9 with with IN doi-org-9857 122 10 a a DT doi-org-9857 122 11 mean mean NN doi-org-9857 122 12 of of IN doi-org-9857 122 13 22.63 22.63 CD doi-org-9857 122 14 and and CC doi-org-9857 122 15 a a DT doi-org-9857 122 16 standard standard JJ doi-org-9857 122 17 deviation deviation NN doi-org-9857 122 18 of of IN doi-org-9857 122 19 6.8 6.8 CD doi-org-9857 122 20 . . . doi-org-9857 123 1 Data datum NNS doi-org-9857 123 2 analysis analysis NN doi-org-9857 123 3 We -PRON- PRP doi-org-9857 123 4 estimated estimate VBD doi-org-9857 123 5 differences difference NNS doi-org-9857 123 6 between between IN doi-org-9857 123 7 the the DT doi-org-9857 123 8 treatment treatment NN doi-org-9857 123 9 and and CC doi-org-9857 123 10 control control NN doi-org-9857 123 11 groups group NNS doi-org-9857 123 12 across across IN doi-org-9857 123 13 five five CD doi-org-9857 123 14 important important JJ doi-org-9857 123 15 outcomes outcome NNS doi-org-9857 123 16 : : : doi-org-9857 123 17 ( ( -LRB- doi-org-9857 123 18 1 1 LS doi-org-9857 123 19 ) ) -RRB- doi-org-9857 123 20 rates rate NNS doi-org-9857 123 21 of of IN doi-org-9857 123 22 completion completion NN doi-org-9857 123 23 of of IN doi-org-9857 123 24 courses course NNS doi-org-9857 123 25 , , , doi-org-9857 123 26 ( ( -LRB- doi-org-9857 123 27 2 2 LS doi-org-9857 123 28 ) ) -RRB- doi-org-9857 123 29 rates rate NNS doi-org-9857 123 30 of of IN doi-org-9857 123 31 passing pass VBG doi-org-9857 123 32 courses course NNS doi-org-9857 123 33 with with IN doi-org-9857 123 34 a a DT doi-org-9857 123 35 C- c- NN doi-org-9857 123 36 or or CC doi-org-9857 123 37 better well JJR doi-org-9857 123 38 grade grade NN doi-org-9857 123 39 , , , doi-org-9857 123 40 ( ( -LRB- doi-org-9857 123 41 3 3 LS doi-org-9857 123 42 ) ) -RRB- doi-org-9857 123 43 course course NN doi-org-9857 123 44 grade grade NN doi-org-9857 123 45 , , , doi-org-9857 123 46 as as IN doi-org-9857 123 47 measured measure VBN doi-org-9857 123 48 by by IN doi-org-9857 123 49 the the DT doi-org-9857 123 50 numerical numerical JJ doi-org-9857 123 51 grade grade NN doi-org-9857 123 52 ( ( -LRB- doi-org-9857 123 53 for for IN doi-org-9857 123 54 example example NN doi-org-9857 123 55 , , , doi-org-9857 123 56 A a NN doi-org-9857 123 57   _SP doi-org-9857 123 58 = = NN doi-org-9857 123 59   _SP doi-org-9857 123 60 4.0 4.0 CD doi-org-9857 123 61 ) ) -RRB- doi-org-9857 123 62 , , , doi-org-9857 123 63 ( ( -LRB- doi-org-9857 123 64 4 4 LS doi-org-9857 123 65 ) ) -RRB- doi-org-9857 123 66 enrollment enrollment NN doi-org-9857 123 67 intensity intensity NN doi-org-9857 123 68 ( ( -LRB- doi-org-9857 123 69 credit credit NN doi-org-9857 123 70 load load NN doi-org-9857 123 71 ) ) -RRB- doi-org-9857 123 72 in in IN doi-org-9857 123 73 fall fall NN doi-org-9857 123 74 semester semester NN doi-org-9857 123 75 when when WRB doi-org-9857 123 76 they -PRON- PRP doi-org-9857 123 77 used use VBD doi-org-9857 123 78 OER OER NNP doi-org-9857 123 79 , , , doi-org-9857 123 80 and and CC doi-org-9857 123 81 ( ( -LRB- doi-org-9857 123 82 5 5 CD doi-org-9857 123 83 ) ) -RRB- doi-org-9857 123 84 enrollment enrollment NN doi-org-9857 123 85 intensity intensity NN doi-org-9857 123 86 ( ( -LRB- doi-org-9857 123 87 credit credit NN doi-org-9857 123 88 load load NN doi-org-9857 123 89 ) ) -RRB- doi-org-9857 123 90 in in IN doi-org-9857 123 91 the the DT doi-org-9857 123 92 following follow VBG doi-org-9857 123 93 semester semester NN doi-org-9857 123 94 ( ( -LRB- doi-org-9857 123 95 winter winter NN doi-org-9857 123 96 ) ) -RRB- doi-org-9857 123 97 while while IN doi-org-9857 123 98 controlling control VBG doi-org-9857 123 99 for for IN doi-org-9857 123 100 credit credit NN doi-org-9857 123 101 load load NN doi-org-9857 123 102 in in IN doi-org-9857 123 103 fall fall NN doi-org-9857 123 104 semester semester NN doi-org-9857 123 105 . . . doi-org-9857 124 1 Outcomes outcome NNS doi-org-9857 124 2 1 1 CD doi-org-9857 124 3 and and CC doi-org-9857 124 4 2 2 CD doi-org-9857 124 5 were be VBD doi-org-9857 124 6 estimated estimate VBN doi-org-9857 124 7 using use VBG doi-org-9857 124 8 Chi Chi NNP doi-org-9857 124 9 square square JJ doi-org-9857 124 10 tests test NNS doi-org-9857 124 11 of of IN doi-org-9857 124 12 independence independence NN doi-org-9857 124 13 . . . doi-org-9857 125 1 Outcomes outcome NNS doi-org-9857 125 2 3 3 CD doi-org-9857 125 3 and and CC doi-org-9857 125 4 4 4 CD doi-org-9857 125 5 were be VBD doi-org-9857 125 6 estimated estimate VBN doi-org-9857 125 7 using use VBG doi-org-9857 125 8 an an DT doi-org-9857 125 9 Independent Independent NNP doi-org-9857 125 10 Samples Samples NNPS doi-org-9857 125 11 t t NN doi-org-9857 125 12 test test NN doi-org-9857 125 13 . . . doi-org-9857 126 1 Outcome Outcome NNP doi-org-9857 126 2 5 5 CD doi-org-9857 126 3 was be VBD doi-org-9857 126 4 estimated estimate VBN doi-org-9857 126 5 using use VBG doi-org-9857 126 6 analysis analysis NN doi-org-9857 126 7 of of IN doi-org-9857 126 8 covariance covariance NN doi-org-9857 126 9 ( ( -LRB- doi-org-9857 126 10 ANCOVA ANCOVA NNP doi-org-9857 126 11 ) ) -RRB- doi-org-9857 126 12 . . . doi-org-9857 127 1 Propensity propensity NN doi-org-9857 127 2 score score NN doi-org-9857 127 3 matching match VBG doi-org-9857 127 4 across across IN doi-org-9857 127 5 the the DT doi-org-9857 127 6 entire entire JJ doi-org-9857 127 7 sample sample NN doi-org-9857 127 8 was be VBD doi-org-9857 127 9 applied apply VBN doi-org-9857 127 10 to to IN doi-org-9857 127 11 outcomes outcome NNS doi-org-9857 127 12 4 4 CD doi-org-9857 127 13 and and CC doi-org-9857 127 14 5 5 CD doi-org-9857 127 15 . . . doi-org-9857 128 1 Because because IN doi-org-9857 128 2 of of IN doi-org-9857 128 3 naturally naturally RB doi-org-9857 128 4 occurring occur VBG doi-org-9857 128 5 average average JJ doi-org-9857 128 6 differences difference NNS doi-org-9857 128 7 in in IN doi-org-9857 128 8 course course NN doi-org-9857 128 9 difficulty difficulty NN doi-org-9857 128 10 across across IN doi-org-9857 128 11 departments department NNS doi-org-9857 128 12 and and CC doi-org-9857 128 13 teachers teacher NNS doi-org-9857 128 14 , , , doi-org-9857 128 15 each each DT doi-org-9857 128 16 course course NN doi-org-9857 128 17 was be VBD doi-org-9857 128 18 considered consider VBN doi-org-9857 128 19 separately separately RB doi-org-9857 128 20 for for IN doi-org-9857 128 21 outcomes outcome NNS doi-org-9857 128 22 1–3 1–3 CD doi-org-9857 128 23 . . . doi-org-9857 129 1 Propensity propensity NN doi-org-9857 129 2 score score NN doi-org-9857 129 3 matching match VBG doi-org-9857 129 4 within within IN doi-org-9857 129 5 each each DT doi-org-9857 129 6 course course NN doi-org-9857 129 7 resulted result VBD doi-org-9857 129 8 in in IN doi-org-9857 129 9 small small JJ doi-org-9857 129 10 sample sample NN doi-org-9857 129 11 sizes size NNS doi-org-9857 129 12 and and CC doi-org-9857 129 13 therefore therefore RB doi-org-9857 129 14 was be VBD doi-org-9857 129 15 not not RB doi-org-9857 129 16 applied apply VBN doi-org-9857 129 17 in in IN doi-org-9857 129 18 outcomes outcome NNS doi-org-9857 129 19 1–3 1–3 CD doi-org-9857 129 20 . . . doi-org-9857 130 1 Propensity propensity NN doi-org-9857 130 2 score score NN doi-org-9857 130 3 matching match VBG doi-org-9857 130 4 In in IN doi-org-9857 130 5 order order NN doi-org-9857 130 6 to to TO doi-org-9857 130 7 enhance enhance VB doi-org-9857 130 8 the the DT doi-org-9857 130 9 clarity clarity NN doi-org-9857 130 10 of of IN doi-org-9857 130 11 prediction prediction NN doi-org-9857 130 12 of of IN doi-org-9857 130 13 persistence persistence NN doi-org-9857 130 14 outcomes outcome NNS doi-org-9857 130 15 based base VBN doi-org-9857 130 16 on on IN doi-org-9857 130 17 textbook textbook NN doi-org-9857 130 18 condition condition NN doi-org-9857 130 19 we -PRON- PRP doi-org-9857 130 20 used use VBD doi-org-9857 130 21 propensity propensity NN doi-org-9857 130 22 score score NN doi-org-9857 130 23 matching match VBG doi-org-9857 130 24 to to TO doi-org-9857 130 25 create create VB doi-org-9857 130 26 subsets subset NNS doi-org-9857 130 27 of of IN doi-org-9857 130 28 students student NNS doi-org-9857 130 29 who who WP doi-org-9857 130 30 were be VBD doi-org-9857 130 31 statistically statistically RB doi-org-9857 130 32 similar similar JJ doi-org-9857 130 33 across across IN doi-org-9857 130 34 three three CD doi-org-9857 130 35 important important JJ doi-org-9857 130 36 covariates covariate NNS doi-org-9857 130 37 : : : doi-org-9857 130 38 age age NN doi-org-9857 130 39 , , , doi-org-9857 130 40 gender gender NN doi-org-9857 130 41 , , , doi-org-9857 130 42 and and CC doi-org-9857 130 43 minority minority NN doi-org-9857 130 44 status status NN doi-org-9857 130 45 . . . doi-org-9857 131 1 Propensity propensity NN doi-org-9857 131 2 score score NN doi-org-9857 131 3 matching match VBG doi-org-9857 131 4 homogenizes homogenize VBZ doi-org-9857 131 5 comparison comparison NN doi-org-9857 131 6 samples sample NNS doi-org-9857 131 7 and and CC doi-org-9857 131 8 reduces reduce NNS doi-org-9857 131 9 variance variance NN doi-org-9857 131 10 associated associate VBN doi-org-9857 131 11 with with IN doi-org-9857 131 12 covariates covariate NNS doi-org-9857 131 13 . . . doi-org-9857 132 1 ( ( -LRB- doi-org-9857 132 2 Guo Guo NNP doi-org-9857 132 3 and and CC doi-org-9857 132 4 Fraser Fraser NNP doi-org-9857 132 5 2010 2010 CD doi-org-9857 132 6 ) ) -RRB- doi-org-9857 132 7 . . . doi-org-9857 133 1 Propensity propensity NN doi-org-9857 133 2 score score NN doi-org-9857 133 3 matching matching NN doi-org-9857 133 4 has have VBZ doi-org-9857 133 5 been be VBN doi-org-9857 133 6 particularly particularly RB doi-org-9857 133 7 helpful helpful JJ doi-org-9857 133 8 in in IN doi-org-9857 133 9 educational educational JJ doi-org-9857 133 10 research research NN doi-org-9857 133 11 where where WRB doi-org-9857 133 12 random random JJ doi-org-9857 133 13 assignment assignment NN doi-org-9857 133 14 is be VBZ doi-org-9857 133 15 logistically logistically RB doi-org-9857 133 16 difficult difficult JJ doi-org-9857 133 17 to to TO doi-org-9857 133 18 achieve achieve VB doi-org-9857 133 19 ( ( -LRB- doi-org-9857 133 20 see see VB doi-org-9857 133 21 , , , doi-org-9857 133 22 for for IN doi-org-9857 133 23 example example NN doi-org-9857 133 24 , , , doi-org-9857 133 25 Riegle Riegle NNP doi-org-9857 133 26 - - HYPH doi-org-9857 133 27 Crumb Crumb NNP doi-org-9857 133 28 and and CC doi-org-9857 133 29 King King NNP doi-org-9857 133 30 2010 2010 CD doi-org-9857 133 31 ; ; : doi-org-9857 133 32 Robinson Robinson NNP doi-org-9857 133 33 et et NNP doi-org-9857 133 34 al al NNP doi-org-9857 133 35 . . . doi-org-9857 134 1 2014 2014 CD doi-org-9857 134 2 ) ) -RRB- doi-org-9857 134 3 . . . doi-org-9857 135 1 Using use VBG doi-org-9857 135 2 SPSS SPSS NNP doi-org-9857 135 3 , , , doi-org-9857 135 4 we -PRON- PRP doi-org-9857 135 5 used use VBD doi-org-9857 135 6 logistic logistic JJ doi-org-9857 135 7 regression regression NN doi-org-9857 135 8 to to TO doi-org-9857 135 9 create create VB doi-org-9857 135 10 propensity propensity NN doi-org-9857 135 11 scores score NNS doi-org-9857 135 12 by by IN doi-org-9857 135 13 regressing regress VBG doi-org-9857 135 14 the the DT doi-org-9857 135 15 bivariate bivariate JJ doi-org-9857 135 16 treatment treatment NN doi-org-9857 135 17 condition condition NN doi-org-9857 135 18 on on IN doi-org-9857 135 19 age age NN doi-org-9857 135 20 , , , doi-org-9857 135 21 gender gender NN doi-org-9857 135 22 , , , doi-org-9857 135 23 and and CC doi-org-9857 135 24 minority minority NN doi-org-9857 135 25 status status NN doi-org-9857 135 26 . . . doi-org-9857 136 1 We -PRON- PRP doi-org-9857 136 2 created create VBD doi-org-9857 136 3 matched match VBD doi-org-9857 136 4 samples sample NNS doi-org-9857 136 5 using use VBG doi-org-9857 136 6 nearest near JJS doi-org-9857 136 7 neighbor neighbor NN doi-org-9857 136 8 matching match VBG doi-org-9857 136 9 within within IN doi-org-9857 136 10 calipers caliper NNS doi-org-9857 136 11 ( ( -LRB- doi-org-9857 136 12 Guo Guo NNP doi-org-9857 136 13 and and CC doi-org-9857 136 14 Fraser Fraser NNP doi-org-9857 136 15 2010 2010 CD doi-org-9857 136 16 ) ) -RRB- doi-org-9857 136 17 . . . doi-org-9857 137 1 The the DT doi-org-9857 137 2 original original JJ doi-org-9857 137 3 sample sample NN doi-org-9857 137 4 included include VBD doi-org-9857 137 5 16,727 16,727 CD doi-org-9857 137 6 students student NNS doi-org-9857 137 7 with with IN doi-org-9857 137 8 11,818 11,818 CD doi-org-9857 137 9 in in IN doi-org-9857 137 10 the the DT doi-org-9857 137 11 control control NN doi-org-9857 137 12 condition condition NN doi-org-9857 137 13 and and CC doi-org-9857 137 14 4909 4909 CD doi-org-9857 137 15 in in IN doi-org-9857 137 16 the the DT doi-org-9857 137 17 treatment treatment NN doi-org-9857 137 18 . . . doi-org-9857 138 1 There there EX doi-org-9857 138 2 was be VBD doi-org-9857 138 3 a a DT doi-org-9857 138 4 2.4–1 2.4–1 CD doi-org-9857 138 5 ratio ratio NN doi-org-9857 138 6 of of IN doi-org-9857 138 7 available available JJ doi-org-9857 138 8 controls control NNS doi-org-9857 138 9 to to TO doi-org-9857 138 10 be be VB doi-org-9857 138 11 matched match VBN doi-org-9857 138 12 to to IN doi-org-9857 138 13 treatment treatment NN doi-org-9857 138 14 subjects subject NNS doi-org-9857 138 15 . . . doi-org-9857 139 1 We -PRON- PRP doi-org-9857 139 2 used use VBD doi-org-9857 139 3 the the DT doi-org-9857 139 4 formula formula NN doi-org-9857 139 5 ε ε NN doi-org-9857 139 6   _SP doi-org-9857 139 7 ≤ ≤ JJ doi-org-9857 139 8   _SP doi-org-9857 139 9 .25 .25 NFP doi-org-9857 139 10 σρ σρ NN doi-org-9857 139 11 where where WRB doi-org-9857 139 12 ε ε NNP doi-org-9857 139 13 is be VBZ doi-org-9857 139 14 the the DT doi-org-9857 139 15 caliper caliper NN doi-org-9857 139 16 and and CC doi-org-9857 139 17 σρ σρ NNP doi-org-9857 139 18 indicates indicate VBZ doi-org-9857 139 19 the the DT doi-org-9857 139 20 standard standard JJ doi-org-9857 139 21 deviation deviation NN doi-org-9857 139 22 of of IN doi-org-9857 139 23 the the DT doi-org-9857 139 24 propensity propensity NN doi-org-9857 139 25 scores score NNS doi-org-9857 139 26 of of IN doi-org-9857 139 27 the the DT doi-org-9857 139 28 original original JJ doi-org-9857 139 29 sample sample NN doi-org-9857 139 30 ( ( -LRB- doi-org-9857 139 31 Rosenbaum Rosenbaum NNP doi-org-9857 139 32 and and CC doi-org-9857 139 33 Rubin Rubin NNP doi-org-9857 139 34 1985 1985 CD doi-org-9857 139 35 ) ) -RRB- doi-org-9857 139 36 . . . doi-org-9857 140 1 This this DT doi-org-9857 140 2 resulted result VBD doi-org-9857 140 3 in in IN doi-org-9857 140 4 a a DT doi-org-9857 140 5 caliper caliper NN doi-org-9857 140 6 of of IN doi-org-9857 140 7 0.01 0.01 CD doi-org-9857 140 8 for for IN doi-org-9857 140 9 this this DT doi-org-9857 140 10 study study NN doi-org-9857 140 11 . . . doi-org-9857 141 1 The the DT doi-org-9857 141 2 initial initial JJ doi-org-9857 141 3 logistic logistic JJ doi-org-9857 141 4 regression regression NN doi-org-9857 141 5 required require VBD doi-org-9857 141 6 subjects subject NNS doi-org-9857 141 7 to to TO doi-org-9857 141 8 have have VB doi-org-9857 141 9 all all DT doi-org-9857 141 10 relevant relevant JJ doi-org-9857 141 11 covariates covariate NNS doi-org-9857 141 12 ( ( -LRB- doi-org-9857 141 13 as as IN doi-org-9857 141 14 in in IN doi-org-9857 141 15 no no DT doi-org-9857 141 16 missing miss VBG doi-org-9857 141 17 data datum NNS doi-org-9857 141 18 ) ) -RRB- doi-org-9857 141 19 . . . doi-org-9857 142 1 Given give VBN doi-org-9857 142 2 this this DT doi-org-9857 142 3 requirement requirement NN doi-org-9857 142 4 and and CC doi-org-9857 142 5 the the DT doi-org-9857 142 6 narrow narrow JJ doi-org-9857 142 7 caliper caliper NN doi-org-9857 142 8 used use VBN doi-org-9857 142 9 in in IN doi-org-9857 142 10 this this DT doi-org-9857 142 11 study study NN doi-org-9857 142 12 , , , doi-org-9857 142 13 the the DT doi-org-9857 142 14 procedure procedure NN doi-org-9857 142 15 matched match VBD doi-org-9857 142 16 4147 4147 CD doi-org-9857 142 17 treatment treatment NN doi-org-9857 142 18 subjects subject NNS doi-org-9857 142 19 with with IN doi-org-9857 142 20 4147 4147 CD doi-org-9857 142 21 controls control NNS doi-org-9857 142 22 . . . doi-org-9857 143 1 Of of IN doi-org-9857 143 2 the the DT doi-org-9857 143 3 4909 4909 CD doi-org-9857 143 4 available available JJ doi-org-9857 143 5 treatment treatment NN doi-org-9857 143 6 subjects subject NNS doi-org-9857 143 7 , , , doi-org-9857 143 8 762 762 CD doi-org-9857 143 9 were be VBD doi-org-9857 143 10 not not RB doi-org-9857 143 11 included include VBN doi-org-9857 143 12 because because IN doi-org-9857 143 13 of of IN doi-org-9857 143 14 missing miss VBG doi-org-9857 143 15 data datum NNS doi-org-9857 143 16 or or CC doi-org-9857 143 17 because because IN doi-org-9857 143 18 there there EX doi-org-9857 143 19 was be VBD doi-org-9857 143 20 no no DT doi-org-9857 143 21 matching match VBG doi-org-9857 143 22 control control NN doi-org-9857 143 23 subject subject NN doi-org-9857 143 24 within within IN doi-org-9857 143 25 the the DT doi-org-9857 143 26 narrow narrow JJ doi-org-9857 143 27 selection selection NN doi-org-9857 143 28 caliper caliper NN doi-org-9857 143 29 . . . doi-org-9857 144 1 Propensity propensity NN doi-org-9857 144 2 score score NN doi-org-9857 144 3 matching matching NN doi-org-9857 144 4 led lead VBD doi-org-9857 144 5 to to IN doi-org-9857 144 6 improved improved JJ doi-org-9857 144 7 balance balance NN doi-org-9857 144 8 in in IN doi-org-9857 144 9 gender gender NN doi-org-9857 144 10 and and CC doi-org-9857 144 11 minority minority NN doi-org-9857 144 12 status status NN doi-org-9857 144 13 across across IN doi-org-9857 144 14 groups group NNS doi-org-9857 144 15 but but CC doi-org-9857 144 16 had have VBD doi-org-9857 144 17 little little JJ doi-org-9857 144 18 effect effect NN doi-org-9857 144 19 on on IN doi-org-9857 144 20 age age NN doi-org-9857 144 21 , , , doi-org-9857 144 22 which which WDT doi-org-9857 144 23 was be VBD doi-org-9857 144 24 relatively relatively RB doi-org-9857 144 25 well well RB doi-org-9857 144 26 matched match VBN doi-org-9857 144 27 in in IN doi-org-9857 144 28 the the DT doi-org-9857 144 29 original original JJ doi-org-9857 144 30 sample sample NN doi-org-9857 144 31 ( ( -LRB- doi-org-9857 144 32 see see VB doi-org-9857 144 33 Table table NN doi-org-9857 144 34   _SP doi-org-9857 144 35 1 1 CD doi-org-9857 144 36 ) ) -RRB- doi-org-9857 144 37 . . . doi-org-9857 145 1 Table table NN doi-org-9857 145 2   _SP doi-org-9857 145 3 1 1 CD doi-org-9857 145 4 Demographics demographic NNS doi-org-9857 145 5 of of IN doi-org-9857 145 6 groups group NNS doi-org-9857 145 7 before before IN doi-org-9857 145 8 and and CC doi-org-9857 145 9 after after IN doi-org-9857 145 10 propensity propensity NN doi-org-9857 145 11 score score NN doi-org-9857 145 12 matchingFull matchingfull JJ doi-org-9857 145 13 size size NN doi-org-9857 145 14 table table NN doi-org-9857 145 15 Results result NNS doi-org-9857 145 16 Completion Completion NNP doi-org-9857 145 17 When when WRB doi-org-9857 145 18 comparing compare VBG doi-org-9857 145 19 the the DT doi-org-9857 145 20 groups group NNS doi-org-9857 145 21 within within IN doi-org-9857 145 22 each each DT doi-org-9857 145 23 course course NN doi-org-9857 145 24 in in IN doi-org-9857 145 25 terms term NNS doi-org-9857 145 26 of of IN doi-org-9857 145 27 completion completion NN doi-org-9857 145 28 , , , doi-org-9857 145 29 the the DT doi-org-9857 145 30 pattern pattern NN doi-org-9857 145 31 across across IN doi-org-9857 145 32 the the DT doi-org-9857 145 33 15 15 CD doi-org-9857 145 34 courses course NNS doi-org-9857 145 35 showed show VBD doi-org-9857 145 36 almost almost RB doi-org-9857 145 37 no no DT doi-org-9857 145 38 significant significant JJ doi-org-9857 145 39 differences difference NNS doi-org-9857 145 40 . . . doi-org-9857 146 1 In in IN doi-org-9857 146 2 two two CD doi-org-9857 146 3 courses course NNS doi-org-9857 146 4 , , , doi-org-9857 146 5 Business business NN doi-org-9857 146 6 110 110 CD doi-org-9857 146 7 and and CC doi-org-9857 146 8 Biology Biology NNP doi-org-9857 146 9 111 111 CD doi-org-9857 146 10 , , , doi-org-9857 146 11 students student NNS doi-org-9857 146 12 in in IN doi-org-9857 146 13 the the DT doi-org-9857 146 14 treatment treatment NN doi-org-9857 146 15 condition condition NN doi-org-9857 146 16 showed show VBD doi-org-9857 146 17 a a DT doi-org-9857 146 18 significantly significantly RB doi-org-9857 146 19 higher high JJR doi-org-9857 146 20 rate rate NN doi-org-9857 146 21 of of IN doi-org-9857 146 22 completion completion NN doi-org-9857 146 23 than than IN doi-org-9857 146 24 students student NNS doi-org-9857 146 25 in in IN doi-org-9857 146 26 the the DT doi-org-9857 146 27 control control NN doi-org-9857 146 28 condition condition NN doi-org-9857 146 29 . . . doi-org-9857 147 1 In in IN doi-org-9857 147 2 the the DT doi-org-9857 147 3 case case NN doi-org-9857 147 4 of of IN doi-org-9857 147 5 Business Business NNP doi-org-9857 147 6 110 110 CD doi-org-9857 147 7 , , , doi-org-9857 147 8 the the DT doi-org-9857 147 9 differences difference NNS doi-org-9857 147 10 in in IN doi-org-9857 147 11 withdrawal withdrawal NN doi-org-9857 147 12 rates rate NNS doi-org-9857 147 13 were be VBD doi-org-9857 147 14 quite quite RB doi-org-9857 147 15 clear clear JJ doi-org-9857 147 16 ; ; : doi-org-9857 147 17 21 21 CD doi-org-9857 147 18   _SP doi-org-9857 147 19 % % NN doi-org-9857 147 20 of of IN doi-org-9857 147 21 students student NNS doi-org-9857 147 22 in in IN doi-org-9857 147 23 the the DT doi-org-9857 147 24 commercial commercial JJ doi-org-9857 147 25 textbook textbook NN doi-org-9857 147 26 condition condition NN doi-org-9857 147 27 withdrew withdraw VBD doi-org-9857 147 28 from from IN doi-org-9857 147 29 the the DT doi-org-9857 147 30 course course NN doi-org-9857 147 31 while while IN doi-org-9857 147 32 only only RB doi-org-9857 147 33 6 6 CD doi-org-9857 147 34   _SP doi-org-9857 147 35 % % NN doi-org-9857 147 36 of of IN doi-org-9857 147 37 students student NNS doi-org-9857 147 38 in in IN doi-org-9857 147 39 the the DT doi-org-9857 147 40 OER OER NNP doi-org-9857 147 41 condition condition NN doi-org-9857 147 42 withdrew withdraw VBD doi-org-9857 147 43 from from IN doi-org-9857 147 44 the the DT doi-org-9857 147 45 course course NN doi-org-9857 147 46 ( ( -LRB- doi-org-9857 147 47 see see VB doi-org-9857 147 48 Table table NN doi-org-9857 147 49   _SP doi-org-9857 147 50 2 2 CD doi-org-9857 147 51 ) ) -RRB- doi-org-9857 147 52 . . . doi-org-9857 148 1 Table table NN doi-org-9857 148 2   _SP doi-org-9857 148 3 2 2 CD doi-org-9857 148 4 Course course NN doi-org-9857 148 5 by by IN doi-org-9857 148 6 course course NN doi-org-9857 148 7 outcomesFull outcomesfull JJ doi-org-9857 148 8 size size NN doi-org-9857 148 9 table table NN doi-org-9857 148 10 Passing pass VBG doi-org-9857 148 11 with with IN doi-org-9857 148 12 a a DT doi-org-9857 148 13 C- c- NN doi-org-9857 148 14 or or CC doi-org-9857 148 15 better well JJR doi-org-9857 148 16 grade grade NN doi-org-9857 148 17 When when WRB doi-org-9857 148 18 comparing compare VBG doi-org-9857 148 19 the the DT doi-org-9857 148 20 groups group NNS doi-org-9857 148 21 within within IN doi-org-9857 148 22 each each DT doi-org-9857 148 23 course course NN doi-org-9857 148 24 in in IN doi-org-9857 148 25 terms term NNS doi-org-9857 148 26 of of IN doi-org-9857 148 27 C- c- NN doi-org-9857 148 28 or or CC doi-org-9857 148 29 better well JJR doi-org-9857 148 30 , , , doi-org-9857 148 31 the the DT doi-org-9857 148 32 pattern pattern NN doi-org-9857 148 33 across across IN doi-org-9857 148 34 the the DT doi-org-9857 148 35 15 15 CD doi-org-9857 148 36 courses course NNS doi-org-9857 148 37 was be VBD doi-org-9857 148 38 mixed mixed JJ doi-org-9857 148 39 . . . doi-org-9857 149 1 In in IN doi-org-9857 149 2 nine nine CD doi-org-9857 149 3 courses course NNS doi-org-9857 149 4 there there EX doi-org-9857 149 5 were be VBD doi-org-9857 149 6 no no DT doi-org-9857 149 7 significant significant JJ doi-org-9857 149 8 differences difference NNS doi-org-9857 149 9 in in IN doi-org-9857 149 10 achievement achievement NN doi-org-9857 149 11 . . . doi-org-9857 150 1 In in IN doi-org-9857 150 2 five five CD doi-org-9857 150 3 courses course NNS doi-org-9857 150 4 , , , doi-org-9857 150 5 students student NNS doi-org-9857 150 6 in in IN doi-org-9857 150 7 the the DT doi-org-9857 150 8 treatment treatment NN doi-org-9857 150 9 condition condition NN doi-org-9857 150 10 were be VBD doi-org-9857 150 11 more more RBR doi-org-9857 150 12 likely likely JJ doi-org-9857 150 13 to to TO doi-org-9857 150 14 pass pass VB doi-org-9857 150 15 the the DT doi-org-9857 150 16 course course NN doi-org-9857 150 17 than than IN doi-org-9857 150 18 students student NNS doi-org-9857 150 19 in in IN doi-org-9857 150 20 the the DT doi-org-9857 150 21 control control NN doi-org-9857 150 22 condition condition NN doi-org-9857 150 23 . . . doi-org-9857 151 1 In in IN doi-org-9857 151 2 one one CD doi-org-9857 151 3 course course NN doi-org-9857 151 4 , , , doi-org-9857 151 5 Business business NN doi-org-9857 151 6 110 110 CD doi-org-9857 151 7 , , , doi-org-9857 151 8 students student NNS doi-org-9857 151 9 in in IN doi-org-9857 151 10 the the DT doi-org-9857 151 11 control control NN doi-org-9857 151 12 condition condition NN doi-org-9857 151 13 surpassed surpass VBD doi-org-9857 151 14 students student NNS doi-org-9857 151 15 in in IN doi-org-9857 151 16 the the DT doi-org-9857 151 17 treatment treatment NN doi-org-9857 151 18 condition condition NN doi-org-9857 151 19 in in IN doi-org-9857 151 20 terms term NNS doi-org-9857 151 21 of of IN doi-org-9857 151 22 the the DT doi-org-9857 151 23 percentage percentage NN doi-org-9857 151 24 who who WP doi-org-9857 151 25 had have VBD doi-org-9857 151 26 a a DT doi-org-9857 151 27 C- c- NN doi-org-9857 151 28 or or CC doi-org-9857 151 29 better well JJR doi-org-9857 151 30 ( ( -LRB- doi-org-9857 151 31 see see VB doi-org-9857 151 32 Table table NN doi-org-9857 151 33   _SP doi-org-9857 151 34 2 2 CD doi-org-9857 151 35 ) ) -RRB- doi-org-9857 151 36 . . . doi-org-9857 152 1 Course course NN doi-org-9857 152 2 grade grade NN doi-org-9857 152 3 When when WRB doi-org-9857 152 4 comparing compare VBG doi-org-9857 152 5 the the DT doi-org-9857 152 6 groups group NNS doi-org-9857 152 7 within within IN doi-org-9857 152 8 each each DT doi-org-9857 152 9 course course NN doi-org-9857 152 10 in in IN doi-org-9857 152 11 terms term NNS doi-org-9857 152 12 of of IN doi-org-9857 152 13 course course NN doi-org-9857 152 14 grade grade NN doi-org-9857 152 15 , , , doi-org-9857 152 16 the the DT doi-org-9857 152 17 pattern pattern NN doi-org-9857 152 18 across across IN doi-org-9857 152 19 the the DT doi-org-9857 152 20 15 15 CD doi-org-9857 152 21 courses course NNS doi-org-9857 152 22 was be VBD doi-org-9857 152 23 also also RB doi-org-9857 152 24 mixed mix VBN doi-org-9857 152 25 . . . doi-org-9857 153 1 In in IN doi-org-9857 153 2 10 10 CD doi-org-9857 153 3 courses course NNS doi-org-9857 153 4 there there EX doi-org-9857 153 5 were be VBD doi-org-9857 153 6 no no DT doi-org-9857 153 7 significant significant JJ doi-org-9857 153 8 differences difference NNS doi-org-9857 153 9 in in IN doi-org-9857 153 10 course course NN doi-org-9857 153 11 grade grade NN doi-org-9857 153 12 . . . doi-org-9857 154 1 In in IN doi-org-9857 154 2 4 4 CD doi-org-9857 154 3 courses course NNS doi-org-9857 154 4 the the DT doi-org-9857 154 5 students student NNS doi-org-9857 154 6 in in IN doi-org-9857 154 7 the the DT doi-org-9857 154 8 treatment treatment NN doi-org-9857 154 9 condition condition NN doi-org-9857 154 10 achieved achieve VBD doi-org-9857 154 11 higher high JJR doi-org-9857 154 12 grades grade NNS doi-org-9857 154 13 than than IN doi-org-9857 154 14 students student NNS doi-org-9857 154 15 in in IN doi-org-9857 154 16 the the DT doi-org-9857 154 17 control control NN doi-org-9857 154 18 condition condition NN doi-org-9857 154 19 . . . doi-org-9857 155 1 In in IN doi-org-9857 155 2 one one CD doi-org-9857 155 3 course course NN doi-org-9857 155 4 , , , doi-org-9857 155 5 Business business NN doi-org-9857 155 6 110 110 CD doi-org-9857 155 7 , , , doi-org-9857 155 8 students student NNS doi-org-9857 155 9 in in IN doi-org-9857 155 10 the the DT doi-org-9857 155 11 control control NN doi-org-9857 155 12 condition condition NN doi-org-9857 155 13 received receive VBD doi-org-9857 155 14 higher high JJR doi-org-9857 155 15 grades grade NNS doi-org-9857 155 16 than than IN doi-org-9857 155 17 students student NNS doi-org-9857 155 18 in in IN doi-org-9857 155 19 the the DT doi-org-9857 155 20 treatment treatment NN doi-org-9857 155 21 condition condition NN doi-org-9857 155 22 ( ( -LRB- doi-org-9857 155 23 see see VB doi-org-9857 155 24 Table table NN doi-org-9857 155 25   _SP doi-org-9857 155 26 2 2 CD doi-org-9857 155 27 ) ) -RRB- doi-org-9857 155 28 . . . doi-org-9857 156 1 Enrollment enrollment NN doi-org-9857 156 2 intensity intensity NN doi-org-9857 156 3 in in IN doi-org-9857 156 4 fall fall NN doi-org-9857 156 5 semester semester NN doi-org-9857 156 6 An an DT doi-org-9857 156 7 independent independent JJ doi-org-9857 156 8 samples sample NNS doi-org-9857 156 9 t t NN doi-org-9857 156 10 - - HYPH doi-org-9857 156 11 test test NN doi-org-9857 156 12 was be VBD doi-org-9857 156 13 conducted conduct VBN doi-org-9857 156 14 to to TO doi-org-9857 156 15 test test VB doi-org-9857 156 16 whether whether IN doi-org-9857 156 17 there there EX doi-org-9857 156 18 were be VBD doi-org-9857 156 19 differences difference NNS doi-org-9857 156 20 between between IN doi-org-9857 156 21 the the DT doi-org-9857 156 22 treatment treatment NN doi-org-9857 156 23 and and CC doi-org-9857 156 24 control control NN doi-org-9857 156 25 groups group NNS doi-org-9857 156 26 in in IN doi-org-9857 156 27 terms term NNS doi-org-9857 156 28 of of IN doi-org-9857 156 29 their -PRON- PRP$ doi-org-9857 156 30 credit credit NN doi-org-9857 156 31 loads load NNS doi-org-9857 156 32 in in IN doi-org-9857 156 33 the the DT doi-org-9857 156 34 fall fall NN doi-org-9857 156 35 semester semester NN doi-org-9857 156 36 when when WRB doi-org-9857 156 37 they -PRON- PRP doi-org-9857 156 38 used use VBD doi-org-9857 156 39 OER OER NNP doi-org-9857 156 40 . . . doi-org-9857 157 1 The the DT doi-org-9857 157 2 treatment treatment NN doi-org-9857 157 3 group group NN doi-org-9857 157 4 ’s ’s POS doi-org-9857 157 5 mean mean NNP doi-org-9857 157 6 credit credit NN doi-org-9857 157 7 load load NN doi-org-9857 157 8 was be VBD doi-org-9857 157 9 13.29 13.29 CD doi-org-9857 157 10 , , , doi-org-9857 157 11 which which WDT doi-org-9857 157 12 was be VBD doi-org-9857 157 13 significantly significantly RB doi-org-9857 157 14 higher high JJR doi-org-9857 157 15 than than IN doi-org-9857 157 16 the the DT doi-org-9857 157 17 control control NN doi-org-9857 157 18 group group NN doi-org-9857 157 19 ’s ’s POS doi-org-9857 157 20 mean mean NN doi-org-9857 157 21 of of IN doi-org-9857 157 22 11.14 11.14 CD doi-org-9857 157 23 . . . doi-org-9857 158 1 [ [ -LRB- doi-org-9857 158 2 t(8101 t(8101 NN doi-org-9857 158 3 ) ) -RRB- doi-org-9857 158 4   _SP doi-org-9857 158 5 = = NN doi-org-9857 158 6   _SP doi-org-9857 158 7 27.81 27.81 CD doi-org-9857 158 8 , , , doi-org-9857 158 9 p p NN doi-org-9857 158 10   _SP doi-org-9857 158 11 < < XX doi-org-9857 158 12   _SP doi-org-9857 158 13 .01 .01 NFP doi-org-9857 158 14 ] ] -RRB- doi-org-9857 158 15 . . . doi-org-9857 159 1 Enrollment enrollment NN doi-org-9857 159 2 intensity intensity NN doi-org-9857 159 3 in in IN doi-org-9857 159 4 winter winter NN doi-org-9857 159 5 semester semester NN doi-org-9857 159 6 An an DT doi-org-9857 159 7 ANCOVA ANCOVA NNP doi-org-9857 159 8 was be VBD doi-org-9857 159 9 conducted conduct VBN doi-org-9857 159 10 to to TO doi-org-9857 159 11 test test VB doi-org-9857 159 12 whether whether IN doi-org-9857 159 13 there there EX doi-org-9857 159 14 were be VBD doi-org-9857 159 15 differences difference NNS doi-org-9857 159 16 between between IN doi-org-9857 159 17 the the DT doi-org-9857 159 18 treatment treatment NN doi-org-9857 159 19 and and CC doi-org-9857 159 20 control control NN doi-org-9857 159 21 groups group NNS doi-org-9857 159 22 ’ ’ POS doi-org-9857 159 23 credit credit NN doi-org-9857 159 24 loads load NNS doi-org-9857 159 25 in in IN doi-org-9857 159 26 winter winter NN doi-org-9857 159 27 semester semester NN doi-org-9857 159 28 while while IN doi-org-9857 159 29 controlling control VBG doi-org-9857 159 30 for for IN doi-org-9857 159 31 the the DT doi-org-9857 159 32 effects effect NNS doi-org-9857 159 33 of of IN doi-org-9857 159 34 credit credit NN doi-org-9857 159 35 load load NN doi-org-9857 159 36 in in IN doi-org-9857 159 37 fall fall NN doi-org-9857 159 38 semester semester NN doi-org-9857 159 39 . . . doi-org-9857 160 1 Credit credit NN doi-org-9857 160 2 load load NN doi-org-9857 160 3 in in IN doi-org-9857 160 4 the the DT doi-org-9857 160 5 fall fall NN doi-org-9857 160 6 semester semester NN doi-org-9857 160 7 was be VBD doi-org-9857 160 8 a a DT doi-org-9857 160 9 significant significant JJ doi-org-9857 160 10 covariate covariate NN doi-org-9857 160 11 that that WDT doi-org-9857 160 12 needed need VBD doi-org-9857 160 13 to to TO doi-org-9857 160 14 be be VB doi-org-9857 160 15 controlled control VBN doi-org-9857 160 16 [ [ -LRB- doi-org-9857 160 17 F(1 f(1 CD doi-org-9857 160 18 , , , doi-org-9857 160 19 6440 6440 CD doi-org-9857 160 20 ) ) -RRB- doi-org-9857 160 21   _SP doi-org-9857 160 22 = = NN doi-org-9857 160 23   _SP doi-org-9857 160 24 1224.96 1224.96 CD doi-org-9857 160 25 , , , doi-org-9857 160 26 p p NN doi-org-9857 160 27   _SP doi-org-9857 160 28 < < XX doi-org-9857 160 29   _SP doi-org-9857 160 30 .01 .01 . doi-org-9857 160 31 ) ) -RRB- doi-org-9857 160 32 ] ] -RRB- doi-org-9857 160 33 . . . doi-org-9857 161 1 Credit credit NN doi-org-9857 161 2 load load NN doi-org-9857 161 3 in in IN doi-org-9857 161 4 the the DT doi-org-9857 161 5 fall fall NN doi-org-9857 161 6 semester semester NN doi-org-9857 161 7 was be VBD doi-org-9857 161 8 held hold VBN doi-org-9857 161 9 constant constant JJ doi-org-9857 161 10 at at IN doi-org-9857 161 11 12.54 12.54 CD doi-org-9857 161 12 . . . doi-org-9857 162 1 After after IN doi-org-9857 162 2 removing remove VBG doi-org-9857 162 3 the the DT doi-org-9857 162 4 variance variance NN doi-org-9857 162 5 associated associate VBN doi-org-9857 162 6 with with IN doi-org-9857 162 7 the the DT doi-org-9857 162 8 fall fall NN doi-org-9857 162 9 credit credit NN doi-org-9857 162 10 load load NN doi-org-9857 162 11 , , , doi-org-9857 162 12 the the DT doi-org-9857 162 13 marginal marginal JJ doi-org-9857 162 14 mean mean NNP doi-org-9857 162 15 winter winter NN doi-org-9857 162 16 credit credit NN doi-org-9857 162 17 load load NN doi-org-9857 162 18 for for IN doi-org-9857 162 19 the the DT doi-org-9857 162 20 treatment treatment NN doi-org-9857 162 21 group group NN doi-org-9857 162 22 was be VBD doi-org-9857 162 23 10.71 10.71 CD doi-org-9857 162 24 , , , doi-org-9857 162 25 while while IN doi-org-9857 162 26 the the DT doi-org-9857 162 27 marginal marginal JJ doi-org-9857 162 28 mean mean JJ doi-org-9857 162 29 winter winter NN doi-org-9857 162 30 credit credit NN doi-org-9857 162 31 load load NN doi-org-9857 162 32 for for IN doi-org-9857 162 33 the the DT doi-org-9857 162 34 control control NN doi-org-9857 162 35 group group NN doi-org-9857 162 36 was be VBD doi-org-9857 162 37 9.16 9.16 CD doi-org-9857 162 38 ( ( -LRB- doi-org-9857 162 39 see see VB doi-org-9857 162 40 Fig Fig NNP doi-org-9857 162 41 . . . doi-org-9857 163 1 1 1 LS doi-org-9857 163 2 ) ) -RRB- doi-org-9857 163 3 . . . doi-org-9857 164 1 There there EX doi-org-9857 164 2 remained remain VBD doi-org-9857 164 3 a a DT doi-org-9857 164 4 significant significant JJ doi-org-9857 164 5 difference difference NN doi-org-9857 164 6 between between IN doi-org-9857 164 7 the the DT doi-org-9857 164 8 treatment treatment NN doi-org-9857 164 9 and and CC doi-org-9857 164 10 control control NN doi-org-9857 164 11 groups group NNS doi-org-9857 164 12 in in IN doi-org-9857 164 13 terms term NNS doi-org-9857 164 14 of of IN doi-org-9857 164 15 credit credit NN doi-org-9857 164 16 load load NN doi-org-9857 164 17 in in IN doi-org-9857 164 18 the the DT doi-org-9857 164 19 winter winter NN doi-org-9857 164 20 semester semester NN doi-org-9857 164 21 [ [ -LRB- doi-org-9857 164 22 F(1 f(1 CD doi-org-9857 164 23 , , , doi-org-9857 164 24 6440 6440 CD doi-org-9857 164 25 ) ) -RRB- doi-org-9857 164 26   _SP doi-org-9857 164 27 = = VBZ doi-org-9857 164 28   _SP doi-org-9857 164 29 154.08 154.08 CD doi-org-9857 164 30 , , , doi-org-9857 164 31 p p NN doi-org-9857 164 32   _SP doi-org-9857 164 33 < < XX doi-org-9857 164 34   _SP doi-org-9857 164 35 .01 .01 . doi-org-9857 164 36 ) ) -RRB- doi-org-9857 164 37 ] ] -RRB- doi-org-9857 164 38 . . . doi-org-9857 165 1 Fig fig NN doi-org-9857 165 2 . . . doi-org-9857 166 1 1 1 CD doi-org-9857 166 2 Difference difference NN doi-org-9857 166 3 in in IN doi-org-9857 166 4 winter winter NN doi-org-9857 166 5 credit credit NN doi-org-9857 166 6 load load NN doi-org-9857 166 7 holding holding NN doi-org-9857 166 8 fall fall NN doi-org-9857 166 9 credit credit NN doi-org-9857 166 10 load load NN doi-org-9857 166 11 constant constant JJ doi-org-9857 166 12 Full full JJ doi-org-9857 166 13 size size NN doi-org-9857 166 14 image image NN doi-org-9857 166 15 Discussion Discussion NNP doi-org-9857 166 16 This This NNP doi-org-9857 166 17 is be VBZ doi-org-9857 166 18 by by IN doi-org-9857 166 19 far far RB doi-org-9857 166 20 the the DT doi-org-9857 166 21 largest large JJS doi-org-9857 166 22 study study NN doi-org-9857 166 23 of of IN doi-org-9857 166 24 its -PRON- PRP$ doi-org-9857 166 25 kind kind NN doi-org-9857 166 26 conducted conduct VBN doi-org-9857 166 27 to to IN doi-org-9857 166 28 date date NN doi-org-9857 166 29 — — : doi-org-9857 166 30 nearly nearly RB doi-org-9857 166 31 5000 5000 CD doi-org-9857 166 32 post post JJ doi-org-9857 166 33 - - JJ doi-org-9857 166 34 secondary secondary JJ doi-org-9857 166 35 students student NNS doi-org-9857 166 36 using use VBG doi-org-9857 166 37 OER OER NNP doi-org-9857 166 38 and and CC doi-org-9857 166 39 over over IN doi-org-9857 166 40 11,000 11,000 CD doi-org-9857 166 41 control control NN doi-org-9857 166 42 students student NNS doi-org-9857 166 43 using use VBG doi-org-9857 166 44 commercial commercial JJ doi-org-9857 166 45 textbooks textbook NNS doi-org-9857 166 46 , , , doi-org-9857 166 47 distributed distribute VBN doi-org-9857 166 48 among among IN doi-org-9857 166 49 ten ten CD doi-org-9857 166 50 institutions institution NNS doi-org-9857 166 51 across across IN doi-org-9857 166 52 the the DT doi-org-9857 166 53 United United NNP doi-org-9857 166 54 States States NNP doi-org-9857 166 55 , , , doi-org-9857 166 56 enrolled enrol VBN doi-org-9857 166 57 in in IN doi-org-9857 166 58 15 15 CD doi-org-9857 166 59 different different JJ doi-org-9857 166 60 undergraduate undergraduate NN doi-org-9857 166 61 courses course NNS doi-org-9857 166 62 . . . doi-org-9857 167 1 In in IN doi-org-9857 167 2 three three CD doi-org-9857 167 3 key key JJ doi-org-9857 167 4 measures measure NNS doi-org-9857 167 5 of of IN doi-org-9857 167 6 student student NN doi-org-9857 167 7 success success NN doi-org-9857 167 8 — — : doi-org-9857 167 9 course course NN doi-org-9857 167 10 completion completion NN doi-org-9857 167 11 , , , doi-org-9857 167 12 final final JJ doi-org-9857 167 13 grade grade NN doi-org-9857 167 14 of of IN doi-org-9857 167 15 C- c- NN doi-org-9857 167 16 or or CC doi-org-9857 167 17 higher high JJR doi-org-9857 167 18 , , , doi-org-9857 167 19 course course NN doi-org-9857 167 20 grade grade NN doi-org-9857 167 21 – – : doi-org-9857 167 22 students student NNS doi-org-9857 167 23 whose whose WP$ doi-org-9857 167 24 faculty faculty NN doi-org-9857 167 25 chose choose VBD doi-org-9857 167 26 OER OER NNP doi-org-9857 167 27 generally generally RB doi-org-9857 167 28 performed perform VBD doi-org-9857 167 29 as as RB doi-org-9857 167 30 well well RB doi-org-9857 167 31 or or CC doi-org-9857 167 32 better well JJR doi-org-9857 167 33 than than IN doi-org-9857 167 34 students student NNS doi-org-9857 167 35 whose whose WP$ doi-org-9857 167 36 faculty faculty NN doi-org-9857 167 37 assigned assign VBD doi-org-9857 167 38 commercial commercial JJ doi-org-9857 167 39 textbooks textbook NNS doi-org-9857 167 40 . . . doi-org-9857 168 1 In in IN doi-org-9857 168 2 two two CD doi-org-9857 168 3 key key JJ doi-org-9857 168 4 measures measure NNS doi-org-9857 168 5 of of IN doi-org-9857 168 6 enrollment enrollment NN doi-org-9857 168 7 intensity intensity NN doi-org-9857 168 8 , , , doi-org-9857 168 9 which which WDT doi-org-9857 168 10 is be VBZ doi-org-9857 168 11 an an DT doi-org-9857 168 12 indicator indicator NN doi-org-9857 168 13 of of IN doi-org-9857 168 14 student student NN doi-org-9857 168 15 progress progress NN doi-org-9857 168 16 toward toward IN doi-org-9857 168 17 graduation graduation NN doi-org-9857 168 18 , , , doi-org-9857 168 19 students student NNS doi-org-9857 168 20 in in IN doi-org-9857 168 21 courses course NNS doi-org-9857 168 22 that that WDT doi-org-9857 168 23 used use VBD doi-org-9857 168 24 OER OER NNP doi-org-9857 168 25 were be VBD doi-org-9857 168 26 significantly significantly RB doi-org-9857 168 27 different different JJ doi-org-9857 168 28 than than IN doi-org-9857 168 29 students student NNS doi-org-9857 168 30 in in IN doi-org-9857 168 31 courses course NNS doi-org-9857 168 32 with with IN doi-org-9857 168 33 commercial commercial JJ doi-org-9857 168 34 textbooks textbook NNS doi-org-9857 168 35 . . . doi-org-9857 169 1 Even even RB doi-org-9857 169 2 when when WRB doi-org-9857 169 3 controlling control VBG doi-org-9857 169 4 for for IN doi-org-9857 169 5 differences difference NNS doi-org-9857 169 6 in in IN doi-org-9857 169 7 previous previous JJ doi-org-9857 169 8 enrollment enrollment NN doi-org-9857 169 9 , , , doi-org-9857 169 10 students student NNS doi-org-9857 169 11 in in IN doi-org-9857 169 12 courses course NNS doi-org-9857 169 13 using use VBG doi-org-9857 169 14 OER OER NNP doi-org-9857 169 15 enrolled enrol VBD doi-org-9857 169 16 in in IN doi-org-9857 169 17 a a DT doi-org-9857 169 18 significantly significantly RB doi-org-9857 169 19 higher high JJR doi-org-9857 169 20 number number NN doi-org-9857 169 21 of of IN doi-org-9857 169 22 credits credit NNS doi-org-9857 169 23 in in IN doi-org-9857 169 24 the the DT doi-org-9857 169 25 next next JJ doi-org-9857 169 26 semester semester NN doi-org-9857 169 27 . . . doi-org-9857 170 1 This this DT doi-org-9857 170 2 may may MD doi-org-9857 170 3 be be VB doi-org-9857 170 4 due due IN doi-org-9857 170 5 to to IN doi-org-9857 170 6 the the DT doi-org-9857 170 7 cost cost NN doi-org-9857 170 8 savings saving NNS doi-org-9857 170 9 associated associate VBN doi-org-9857 170 10 with with IN doi-org-9857 170 11 OER OER NNP doi-org-9857 170 12 . . . doi-org-9857 171 1 In in IN doi-org-9857 171 2 community community NN doi-org-9857 171 3 college college NN doi-org-9857 171 4 settings setting NNS doi-org-9857 171 5 where where WRB doi-org-9857 171 6 tuition tuition NN doi-org-9857 171 7 costs cost NNS doi-org-9857 171 8 are be VBP doi-org-9857 171 9 based base VBN doi-org-9857 171 10 directly directly RB doi-org-9857 171 11 on on IN doi-org-9857 171 12 the the DT doi-org-9857 171 13 number number NN doi-org-9857 171 14 of of IN doi-org-9857 171 15 credits credit NNS doi-org-9857 171 16 taken take VBN doi-org-9857 171 17 with with IN doi-org-9857 171 18 no no DT doi-org-9857 171 19 cap cap NN doi-org-9857 171 20 on on IN doi-org-9857 171 21 costs cost NNS doi-org-9857 171 22 for for IN doi-org-9857 171 23 “ " `` doi-org-9857 171 24 full full JJ doi-org-9857 171 25 - - HYPH doi-org-9857 171 26 time time NN doi-org-9857 171 27 ” " '' doi-org-9857 171 28 enrollment enrollment NN doi-org-9857 171 29 , , , doi-org-9857 171 30 funds fund NNS doi-org-9857 171 31 saved save VBN doi-org-9857 171 32 on on IN doi-org-9857 171 33 textbooks textbook NNS doi-org-9857 171 34 can can MD doi-org-9857 171 35 be be VB doi-org-9857 171 36 applied apply VBN doi-org-9857 171 37 directly directly RB doi-org-9857 171 38 to to IN doi-org-9857 171 39 enrollment enrollment NN doi-org-9857 171 40 in in IN doi-org-9857 171 41 additional additional JJ doi-org-9857 171 42 courses course NNS doi-org-9857 171 43 . . . doi-org-9857 172 1 The the DT doi-org-9857 172 2 mechanisms mechanism NNS doi-org-9857 172 3 underlying underlie VBG doi-org-9857 172 4 these these DT doi-org-9857 172 5 improvements improvement NNS doi-org-9857 172 6 differ differ VBP doi-org-9857 172 7 from from IN doi-org-9857 172 8 those those DT doi-org-9857 172 9 typically typically RB doi-org-9857 172 10 hypothesized hypothesize VBN doi-org-9857 172 11 to to TO doi-org-9857 172 12 underlie underlie VB doi-org-9857 172 13 improvement improvement NN doi-org-9857 172 14 in in IN doi-org-9857 172 15 student student NN doi-org-9857 172 16 outcomes outcome NNS doi-org-9857 172 17 . . . doi-org-9857 173 1 Historically historically RB doi-org-9857 173 2 , , , doi-org-9857 173 3 comparison comparison NN doi-org-9857 173 4 studies study NNS doi-org-9857 173 5 of of IN doi-org-9857 173 6 instructional instructional JJ doi-org-9857 173 7 products product NNS doi-org-9857 173 8 have have VBP doi-org-9857 173 9 often often RB doi-org-9857 173 10 been be VBN doi-org-9857 173 11 conducted conduct VBN doi-org-9857 173 12 to to TO doi-org-9857 173 13 test test VB doi-org-9857 173 14 hypotheses hypothesis NNS doi-org-9857 173 15 about about IN doi-org-9857 173 16 differences difference NNS doi-org-9857 173 17 in in IN doi-org-9857 173 18 student student NN doi-org-9857 173 19 outcomes outcome NNS doi-org-9857 173 20 attributable attributable JJ doi-org-9857 173 21 to to TO doi-org-9857 173 22 alternate alternate VB doi-org-9857 173 23 modes mode NNS doi-org-9857 173 24 of of IN doi-org-9857 173 25 delivery delivery NN doi-org-9857 173 26 or or CC doi-org-9857 173 27 instructional instructional JJ doi-org-9857 173 28 design design NN doi-org-9857 173 29 approach approach NN doi-org-9857 173 30 ( ( -LRB- doi-org-9857 173 31 see see VB doi-org-9857 173 32 Russell Russell NNP doi-org-9857 173 33 2015 2015 CD doi-org-9857 173 34 ) ) -RRB- doi-org-9857 173 35 . . . doi-org-9857 174 1 The the DT doi-org-9857 174 2 authors author NNS doi-org-9857 174 3 do do VBP doi-org-9857 174 4 not not RB doi-org-9857 174 5 believe believe VB doi-org-9857 174 6 differences difference NNS doi-org-9857 174 7 of of IN doi-org-9857 174 8 mode mode NN doi-org-9857 174 9 of of IN doi-org-9857 174 10 delivery delivery NN doi-org-9857 174 11 or or CC doi-org-9857 174 12 instructional instructional JJ doi-org-9857 174 13 design design NN doi-org-9857 174 14 between between IN doi-org-9857 174 15 OER OER NNP doi-org-9857 174 16 and and CC doi-org-9857 174 17 commercial commercial JJ doi-org-9857 174 18 textbooks textbook NNS doi-org-9857 174 19 to to TO doi-org-9857 174 20 be be VB doi-org-9857 174 21 the the DT doi-org-9857 174 22 primary primary JJ doi-org-9857 174 23 mechanisms mechanism NNS doi-org-9857 174 24 responsible responsible JJ doi-org-9857 174 25 for for IN doi-org-9857 174 26 the the DT doi-org-9857 174 27 differences difference NNS doi-org-9857 174 28 in in IN doi-org-9857 174 29 outcomes outcome NNS doi-org-9857 174 30 observed observe VBN doi-org-9857 174 31 in in IN doi-org-9857 174 32 this this DT doi-org-9857 174 33 study study NN doi-org-9857 174 34 . . . doi-org-9857 175 1 On on IN doi-org-9857 175 2 the the DT doi-org-9857 175 3 contrary contrary NN doi-org-9857 175 4 , , , doi-org-9857 175 5 our -PRON- PRP$ doi-org-9857 175 6 informal informal JJ doi-org-9857 175 7 review review NN doi-org-9857 175 8 reveals reveal VBZ doi-org-9857 175 9 strikingly strikingly RB doi-org-9857 175 10 similar similar JJ doi-org-9857 175 11 , , , doi-org-9857 175 12 essentially essentially RB doi-org-9857 175 13 equivalent equivalent JJ doi-org-9857 175 14 instructional instructional JJ doi-org-9857 175 15 designs design NNS doi-org-9857 175 16 in in IN doi-org-9857 175 17 the the DT doi-org-9857 175 18 OER OER NNP doi-org-9857 175 19 and and CC doi-org-9857 175 20 commercial commercial JJ doi-org-9857 175 21 textbooks textbook NNS doi-org-9857 175 22 . . . doi-org-9857 176 1 We -PRON- PRP doi-org-9857 176 2 believe believe VBP doi-org-9857 176 3 the the DT doi-org-9857 176 4 effects effect NNS doi-org-9857 176 5 demonstrated demonstrate VBN doi-org-9857 176 6 in in IN doi-org-9857 176 7 this this DT doi-org-9857 176 8 study study NN doi-org-9857 176 9 result result VBP doi-org-9857 176 10 from from IN doi-org-9857 176 11 differing differ VBG doi-org-9857 176 12 degrees degree NNS doi-org-9857 176 13 of of IN doi-org-9857 176 14 access access NN doi-org-9857 176 15 and and CC doi-org-9857 176 16 affordability affordability NN doi-org-9857 176 17 facilitated facilitate VBN doi-org-9857 176 18 by by IN doi-org-9857 176 19 open open JJ doi-org-9857 176 20 licenses license NNS doi-org-9857 176 21 used use VBN doi-org-9857 176 22 by by IN doi-org-9857 176 23 OER OER NNP doi-org-9857 176 24 . . . doi-org-9857 177 1 The the DT doi-org-9857 177 2 moderate moderate JJ doi-org-9857 177 3 differences difference NNS doi-org-9857 177 4 in in IN doi-org-9857 177 5 completion completion NN doi-org-9857 177 6 rates rate NNS doi-org-9857 177 7 and and CC doi-org-9857 177 8 final final JJ doi-org-9857 177 9 grades grade NNS doi-org-9857 177 10 between between IN doi-org-9857 177 11 the the DT doi-org-9857 177 12 control control NN doi-org-9857 177 13 and and CC doi-org-9857 177 14 treatment treatment NN doi-org-9857 177 15 groups group NNS doi-org-9857 177 16 are be VBP doi-org-9857 177 17 likely likely RB doi-org-9857 177 18 a a DT doi-org-9857 177 19 function function NN doi-org-9857 177 20 of of IN doi-org-9857 177 21 access access NN doi-org-9857 177 22 . . . doi-org-9857 178 1 Some some DT doi-org-9857 178 2 percentage percentage NN doi-org-9857 178 3 of of IN doi-org-9857 178 4 students student NNS doi-org-9857 178 5 in in IN doi-org-9857 178 6 the the DT doi-org-9857 178 7 control control NN doi-org-9857 178 8 group group NN doi-org-9857 178 9 probably probably RB doi-org-9857 178 10 failed fail VBD doi-org-9857 178 11 to to TO doi-org-9857 178 12 purchase purchase VB doi-org-9857 178 13 the the DT doi-org-9857 178 14 commercial commercial JJ doi-org-9857 178 15 materials material NNS doi-org-9857 178 16 assigned assign VBN doi-org-9857 178 17 by by IN doi-org-9857 178 18 their -PRON- PRP$ doi-org-9857 178 19 faculty faculty NN doi-org-9857 178 20 due due IN doi-org-9857 178 21 to to IN doi-org-9857 178 22 cost cost NN doi-org-9857 178 23 or or CC doi-org-9857 178 24 other other JJ doi-org-9857 178 25 factors factor NNS doi-org-9857 178 26 . . . doi-org-9857 179 1 For for IN doi-org-9857 179 2 example example NN doi-org-9857 179 3 , , , doi-org-9857 179 4 one one CD doi-org-9857 179 5 survey survey NN doi-org-9857 179 6 suggested suggest VBD doi-org-9857 179 7 that that IN doi-org-9857 179 8 23 23 CD doi-org-9857 179 9   _SP doi-org-9857 179 10 % % NN doi-org-9857 179 11 of of IN doi-org-9857 179 12 students student NNS doi-org-9857 179 13 regularly regularly RB doi-org-9857 179 14 forego forego JJ doi-org-9857 179 15 purchasing purchasing NN doi-org-9857 179 16 required require VBN doi-org-9857 179 17 textbooks textbook NNS doi-org-9857 179 18 due due JJ doi-org-9857 179 19 to to IN doi-org-9857 179 20 their -PRON- PRP$ doi-org-9857 179 21 high high JJ doi-org-9857 179 22 cost cost NN doi-org-9857 179 23 ( ( -LRB- doi-org-9857 179 24 Florida Florida NNP doi-org-9857 179 25 Virtual Virtual NNP doi-org-9857 179 26 Campus Campus NNP doi-org-9857 179 27 2012 2012 CD doi-org-9857 179 28 ) ) -RRB- doi-org-9857 179 29 . . . doi-org-9857 180 1 Students student NNS doi-org-9857 180 2 ’ ’ POS doi-org-9857 180 3 lack lack NN doi-org-9857 180 4 of of IN doi-org-9857 180 5 access access NN doi-org-9857 180 6 to to IN doi-org-9857 180 7 the the DT doi-org-9857 180 8 core core JJ doi-org-9857 180 9 instructional instructional JJ doi-org-9857 180 10 materials material NNS doi-org-9857 180 11 for for IN doi-org-9857 180 12 the the DT doi-org-9857 180 13 course course NN doi-org-9857 180 14 put put VBD doi-org-9857 180 15 them -PRON- PRP doi-org-9857 180 16 at at IN doi-org-9857 180 17 an an DT doi-org-9857 180 18 academic academic JJ doi-org-9857 180 19 disadvantage disadvantage NN doi-org-9857 180 20 . . . doi-org-9857 181 1 All all DT doi-org-9857 181 2 students student NNS doi-org-9857 181 3 in in IN doi-org-9857 181 4 the the DT doi-org-9857 181 5 treatment treatment NN doi-org-9857 181 6 group group NN doi-org-9857 181 7 had have VBD doi-org-9857 181 8 access access NN doi-org-9857 181 9 to to IN doi-org-9857 181 10 all all PDT doi-org-9857 181 11 the the DT doi-org-9857 181 12 course course NN doi-org-9857 181 13 materials material NNS doi-org-9857 181 14 from from IN doi-org-9857 181 15 the the DT doi-org-9857 181 16 very very RB doi-org-9857 181 17 first first JJ doi-org-9857 181 18 day day NN doi-org-9857 181 19 of of IN doi-org-9857 181 20 class class NN doi-org-9857 181 21 because because IN doi-org-9857 181 22 they -PRON- PRP doi-org-9857 181 23 were be VBD doi-org-9857 181 24 openly openly RB doi-org-9857 181 25 licensed license VBN doi-org-9857 181 26 . . . doi-org-9857 182 1 Consequently consequently RB doi-org-9857 182 2 , , , doi-org-9857 182 3 we -PRON- PRP doi-org-9857 182 4 would would MD doi-org-9857 182 5 expect expect VB doi-org-9857 182 6 some some DT doi-org-9857 182 7 enhanced enhanced JJ doi-org-9857 182 8 probability probability NN doi-org-9857 182 9 of of IN doi-org-9857 182 10 success success NN doi-org-9857 182 11 for for IN doi-org-9857 182 12 members member NNS doi-org-9857 182 13 of of IN doi-org-9857 182 14 the the DT doi-org-9857 182 15 treatment treatment NN doi-org-9857 182 16 group group NN doi-org-9857 182 17 . . . doi-org-9857 183 1 The the DT doi-org-9857 183 2 differences difference NNS doi-org-9857 183 3 in in IN doi-org-9857 183 4 enrollment enrollment NN doi-org-9857 183 5 intensity intensity NN doi-org-9857 183 6 between between IN doi-org-9857 183 7 the the DT doi-org-9857 183 8 control control NN doi-org-9857 183 9 and and CC doi-org-9857 183 10 treatment treatment NN doi-org-9857 183 11 groups group NNS doi-org-9857 183 12 are be VBP doi-org-9857 183 13 likely likely RB doi-org-9857 183 14 a a DT doi-org-9857 183 15 function function NN doi-org-9857 183 16 of of IN doi-org-9857 183 17 affordability affordability NN doi-org-9857 183 18 . . . doi-org-9857 184 1 Students student NNS doi-org-9857 184 2 whose whose WP$ doi-org-9857 184 3 faculty faculty NN doi-org-9857 184 4 assign assign NN doi-org-9857 184 5 OER OER NNP doi-org-9857 184 6 save save VB doi-org-9857 184 7 a a DT doi-org-9857 184 8 significant significant JJ doi-org-9857 184 9 amount amount NN doi-org-9857 184 10 of of IN doi-org-9857 184 11 money money NN doi-org-9857 184 12 compared compare VBN doi-org-9857 184 13 to to IN doi-org-9857 184 14 students student NNS doi-org-9857 184 15 whose whose WP$ doi-org-9857 184 16 faculty faculty NN doi-org-9857 184 17 assign assign NN doi-org-9857 184 18 commercial commercial JJ doi-org-9857 184 19 textbooks textbook NNS doi-org-9857 184 20 . . . doi-org-9857 185 1 Some some DT doi-org-9857 185 2 treatment treatment NN doi-org-9857 185 3 students student NNS doi-org-9857 185 4 will will MD doi-org-9857 185 5 chose choose VBD doi-org-9857 185 6 to to TO doi-org-9857 185 7 reinvest reinvest VB doi-org-9857 185 8 these these DT doi-org-9857 185 9 savings saving NNS doi-org-9857 185 10 by by IN doi-org-9857 185 11 taking take VBG doi-org-9857 185 12 an an DT doi-org-9857 185 13 additional additional JJ doi-org-9857 185 14 course course NN doi-org-9857 185 15 in in IN doi-org-9857 185 16 order order NN doi-org-9857 185 17 to to TO doi-org-9857 185 18 accelerate accelerate VB doi-org-9857 185 19 their -PRON- PRP$ doi-org-9857 185 20 graduation graduation NN doi-org-9857 185 21 . . . doi-org-9857 186 1 Consequently consequently RB doi-org-9857 186 2 , , , doi-org-9857 186 3 we -PRON- PRP doi-org-9857 186 4 would would MD doi-org-9857 186 5 expect expect VB doi-org-9857 186 6 members member NNS doi-org-9857 186 7 of of IN doi-org-9857 186 8 the the DT doi-org-9857 186 9 treatment treatment NN doi-org-9857 186 10 group group NN doi-org-9857 186 11 to to TO doi-org-9857 186 12 take take VB doi-org-9857 186 13 more more JJR doi-org-9857 186 14 credits credit NNS doi-org-9857 186 15 than than IN doi-org-9857 186 16 the the DT doi-org-9857 186 17 control control NN doi-org-9857 186 18 group group NN doi-org-9857 186 19 , , , doi-org-9857 186 20 on on IN doi-org-9857 186 21 average average JJ doi-org-9857 186 22 . . . doi-org-9857 187 1 Detecting detect VBG doi-org-9857 187 2 differences difference NNS doi-org-9857 187 3 in in IN doi-org-9857 187 4 student student NN doi-org-9857 187 5 outcomes outcome NNS doi-org-9857 187 6 based base VBN doi-org-9857 187 7 on on IN doi-org-9857 187 8 access access NN doi-org-9857 187 9 and and CC doi-org-9857 187 10 affordability affordability NN doi-org-9857 187 11 , , , doi-org-9857 187 12 rather rather RB doi-org-9857 187 13 than than IN doi-org-9857 187 14 instructional instructional JJ doi-org-9857 187 15 design design NN doi-org-9857 187 16 , , , doi-org-9857 187 17 points point VBZ doi-org-9857 187 18 to to IN doi-org-9857 187 19 several several JJ doi-org-9857 187 20 new new JJ doi-org-9857 187 21 horizons horizon NNS doi-org-9857 187 22 for for IN doi-org-9857 187 23 educational educational JJ doi-org-9857 187 24 research research NN doi-org-9857 187 25 . . . doi-org-9857 188 1 Hundreds hundred NNS doi-org-9857 188 2 of of IN doi-org-9857 188 3 millions million NNS doi-org-9857 188 4 of of IN doi-org-9857 188 5 dollars dollar NNS doi-org-9857 188 6 and and CC doi-org-9857 188 7 person person NN doi-org-9857 188 8 - - HYPH doi-org-9857 188 9 hours hour NNS doi-org-9857 188 10 have have VBP doi-org-9857 188 11 been be VBN doi-org-9857 188 12 invested invest VBN doi-org-9857 188 13 in in IN doi-org-9857 188 14 improving improve VBG doi-org-9857 188 15 in in IN doi-org-9857 188 16 - - HYPH doi-org-9857 188 17 class class NN doi-org-9857 188 18 instructional instructional JJ doi-org-9857 188 19 designs design NNS doi-org-9857 188 20 , , , doi-org-9857 188 21 intelligent intelligent JJ doi-org-9857 188 22 tutoring tutoring NN doi-org-9857 188 23 systems system NNS doi-org-9857 188 24 , , , doi-org-9857 188 25 adaptive adaptive JJ doi-org-9857 188 26 instructional instructional JJ doi-org-9857 188 27 systems system NNS doi-org-9857 188 28 , , , doi-org-9857 188 29 and and CC doi-org-9857 188 30 other other JJ doi-org-9857 188 31 design design NN doi-org-9857 188 32 - - HYPH doi-org-9857 188 33 related relate VBN doi-org-9857 188 34 innovations innovation NNS doi-org-9857 188 35 intended intend VBN doi-org-9857 188 36 to to TO doi-org-9857 188 37 improve improve VB doi-org-9857 188 38 student student NN doi-org-9857 188 39 outcomes outcome NNS doi-org-9857 188 40 . . . doi-org-9857 189 1 The the DT doi-org-9857 189 2 current current JJ doi-org-9857 189 3 study study NN doi-org-9857 189 4 demonstrates demonstrate VBZ doi-org-9857 189 5 that that IN doi-org-9857 189 6 at at RB doi-org-9857 189 7 least least RBS doi-org-9857 189 8 one one CD doi-org-9857 189 9 non non JJ doi-org-9857 189 10 - - JJ doi-org-9857 189 11 instructional instructional JJ doi-org-9857 189 12 design design NN doi-org-9857 189 13 option option NN doi-org-9857 189 14 exists exist VBZ doi-org-9857 189 15 that that WDT doi-org-9857 189 16 can can MD doi-org-9857 189 17 effectively effectively RB doi-org-9857 189 18 improve improve VB doi-org-9857 189 19 student student NN doi-org-9857 189 20 outcomes outcome NNS doi-org-9857 189 21 . . . doi-org-9857 190 1 Limitations limitation NNS doi-org-9857 190 2 Although although IN doi-org-9857 190 3 this this DT doi-org-9857 190 4 was be VBD doi-org-9857 190 5 a a DT doi-org-9857 190 6 robust robust JJ doi-org-9857 190 7 sample sample NN doi-org-9857 190 8 size size NN doi-org-9857 190 9 , , , doi-org-9857 190 10 the the DT doi-org-9857 190 11 nesting nesting NN doi-org-9857 190 12 of of IN doi-org-9857 190 13 subjects subject NNS doi-org-9857 190 14 in in IN doi-org-9857 190 15 a a DT doi-org-9857 190 16 relatively relatively RB doi-org-9857 190 17 limited limited JJ doi-org-9857 190 18 number number NN doi-org-9857 190 19 of of IN doi-org-9857 190 20 courses course NNS doi-org-9857 190 21 that that WDT doi-org-9857 190 22 included include VBD doi-org-9857 190 23 both both DT doi-org-9857 190 24 treatment treatment NN doi-org-9857 190 25 and and CC doi-org-9857 190 26 control control NN doi-org-9857 190 27 sections section NNS doi-org-9857 190 28 precluded preclude VBD doi-org-9857 190 29 the the DT doi-org-9857 190 30 use use NN doi-org-9857 190 31 of of IN doi-org-9857 190 32 multi multi JJ doi-org-9857 190 33 - - JJ doi-org-9857 190 34 level level JJ doi-org-9857 190 35 modeling modeling NN doi-org-9857 190 36 , , , doi-org-9857 190 37 which which WDT doi-org-9857 190 38 may may MD doi-org-9857 190 39 have have VB doi-org-9857 190 40 helped help VBN doi-org-9857 190 41 account account VB doi-org-9857 190 42 for for IN doi-org-9857 190 43 some some DT doi-org-9857 190 44 patterns pattern NNS doi-org-9857 190 45 in in IN doi-org-9857 190 46 the the DT doi-org-9857 190 47 results result NNS doi-org-9857 190 48 . . . doi-org-9857 191 1 Multi multi JJ doi-org-9857 191 2 - - JJ doi-org-9857 191 3 level level JJ doi-org-9857 191 4 modeling modeling NN doi-org-9857 191 5 might may MD doi-org-9857 191 6 be be VB doi-org-9857 191 7 supported support VBN doi-org-9857 191 8 when when WRB doi-org-9857 191 9 the the DT doi-org-9857 191 10 number number NN doi-org-9857 191 11 of of IN doi-org-9857 191 12 nests nest NNS doi-org-9857 191 13 is be VBZ doi-org-9857 191 14 greater great JJR doi-org-9857 191 15 than than IN doi-org-9857 191 16 twenty twenty CD doi-org-9857 191 17 , , , doi-org-9857 191 18 which which WDT doi-org-9857 191 19 was be VBD doi-org-9857 191 20 not not RB doi-org-9857 191 21 possible possible JJ doi-org-9857 191 22 in in IN doi-org-9857 191 23 this this DT doi-org-9857 191 24 case case NN doi-org-9857 191 25 . . . doi-org-9857 192 1 The the DT doi-org-9857 192 2 examination examination NN doi-org-9857 192 3 of of IN doi-org-9857 192 4 three three CD doi-org-9857 192 5 important important JJ doi-org-9857 192 6 outcomes outcome NNS doi-org-9857 192 7 was be VBD doi-org-9857 192 8 restricted restrict VBN doi-org-9857 192 9 to to IN doi-org-9857 192 10 rough rough JJ doi-org-9857 192 11 course course NN doi-org-9857 192 12 - - HYPH doi-org-9857 192 13 by by IN doi-org-9857 192 14 - - HYPH doi-org-9857 192 15 course course NN doi-org-9857 192 16 analyses analysis NNS doi-org-9857 192 17 . . . doi-org-9857 193 1 Although although IN doi-org-9857 193 2 an an DT doi-org-9857 193 3 overall overall JJ doi-org-9857 193 4 pattern pattern NN doi-org-9857 193 5 of of IN doi-org-9857 193 6 results result NNS doi-org-9857 193 7 seems seem VBZ doi-org-9857 193 8 to to TO doi-org-9857 193 9 have have VB doi-org-9857 193 10 emerged emerge VBN doi-org-9857 193 11 , , , doi-org-9857 193 12 the the DT doi-org-9857 193 13 course course NN doi-org-9857 193 14 - - HYPH doi-org-9857 193 15 by by IN doi-org-9857 193 16 - - HYPH doi-org-9857 193 17 course course NN doi-org-9857 193 18 analysis analysis NN doi-org-9857 193 19 is be VBZ doi-org-9857 193 20 less less JJR doi-org-9857 193 21 than than IN doi-org-9857 193 22 ideal ideal JJ doi-org-9857 193 23 . . . doi-org-9857 194 1 Within within IN doi-org-9857 194 2 those those DT doi-org-9857 194 3 courses course NNS doi-org-9857 194 4 , , , doi-org-9857 194 5 propensity propensity NN doi-org-9857 194 6 score score NN doi-org-9857 194 7 matching matching NN doi-org-9857 194 8 was be VBD doi-org-9857 194 9 contraindicated contraindicate VBN doi-org-9857 194 10 which which WDT doi-org-9857 194 11 leaves leave VBZ doi-org-9857 194 12 the the DT doi-org-9857 194 13 apparent apparent JJ doi-org-9857 194 14 pattern pattern NN doi-org-9857 194 15 more more RBR doi-org-9857 194 16 confounded confound VBN doi-org-9857 194 17 than than IN doi-org-9857 194 18 might may MD doi-org-9857 194 19 be be VB doi-org-9857 194 20 desired desire VBN doi-org-9857 194 21 . . . doi-org-9857 195 1 The the DT doi-org-9857 195 2 propensity propensity NN doi-org-9857 195 3 score score NN doi-org-9857 195 4 matching match VBG doi-org-9857 195 5 used use VBN doi-org-9857 195 6 in in IN doi-org-9857 195 7 the the DT doi-org-9857 195 8 analyses analysis NNS doi-org-9857 195 9 of of IN doi-org-9857 195 10 enrollment enrollment NN doi-org-9857 195 11 intensity intensity NN doi-org-9857 195 12 may may MD doi-org-9857 195 13 have have VB doi-org-9857 195 14 given give VBN doi-org-9857 195 15 a a DT doi-org-9857 195 16 clearer clear JJR doi-org-9857 195 17 picture picture NN doi-org-9857 195 18 of of IN doi-org-9857 195 19 an an DT doi-org-9857 195 20 important important JJ doi-org-9857 195 21 outcome outcome NN doi-org-9857 195 22 , , , doi-org-9857 195 23 enrollment enrollment NN doi-org-9857 195 24 intensity intensity NN doi-org-9857 195 25 . . . doi-org-9857 196 1 Even even RB doi-org-9857 196 2 so so RB doi-org-9857 196 3 , , , doi-org-9857 196 4 propensity propensity NN doi-org-9857 196 5 score score NN doi-org-9857 196 6 matching matching NN doi-org-9857 196 7 should should MD doi-org-9857 196 8 not not RB doi-org-9857 196 9 be be VB doi-org-9857 196 10 considered consider VBN doi-org-9857 196 11 to to TO doi-org-9857 196 12 be be VB doi-org-9857 196 13 a a DT doi-org-9857 196 14 panacea panacea NN doi-org-9857 196 15 that that WDT doi-org-9857 196 16 guarantees guarantee VBZ doi-org-9857 196 17 causal causal JJ doi-org-9857 196 18 claims claim NNS doi-org-9857 196 19 . . . doi-org-9857 197 1 It -PRON- PRP doi-org-9857 197 2 does do VBZ doi-org-9857 197 3 homogenize homogenize VB doi-org-9857 197 4 comparison comparison NN doi-org-9857 197 5 groups group NNS doi-org-9857 197 6 across across IN doi-org-9857 197 7 important important JJ doi-org-9857 197 8 confounds confound NNS doi-org-9857 197 9 and and CC doi-org-9857 197 10 enhances enhance VBZ doi-org-9857 197 11 statements statement NNS doi-org-9857 197 12 of of IN doi-org-9857 197 13 probability probability NN doi-org-9857 197 14 . . . doi-org-9857 198 1 However however RB doi-org-9857 198 2 , , , doi-org-9857 198 3 the the DT doi-org-9857 198 4 number number NN doi-org-9857 198 5 and and CC doi-org-9857 198 6 variety variety NN doi-org-9857 198 7 of of IN doi-org-9857 198 8 confounds confound NNS doi-org-9857 198 9 in in IN doi-org-9857 198 10 educational educational JJ doi-org-9857 198 11 research research NN doi-org-9857 198 12 is be VBZ doi-org-9857 198 13 so so RB doi-org-9857 198 14 large large JJ doi-org-9857 198 15 that that IN doi-org-9857 198 16 , , , doi-org-9857 198 17 even even RB doi-org-9857 198 18 with with IN doi-org-9857 198 19 the the DT doi-org-9857 198 20 most most RBS doi-org-9857 198 21 sophisticated sophisticated JJ doi-org-9857 198 22 controls control NNS doi-org-9857 198 23 , , , doi-org-9857 198 24 causal causal JJ doi-org-9857 198 25 claims claim NNS doi-org-9857 198 26 are be VBP doi-org-9857 198 27 rarely rarely RB doi-org-9857 198 28 justified justify VBN doi-org-9857 198 29 . . . doi-org-9857 199 1 In in IN doi-org-9857 199 2 this this DT doi-org-9857 199 3 study study NN doi-org-9857 199 4 , , , doi-org-9857 199 5 conclusions conclusion NNS doi-org-9857 199 6 should should MD doi-org-9857 199 7 be be VB doi-org-9857 199 8 taken take VBN doi-org-9857 199 9 as as IN doi-org-9857 199 10 statements statement NNS doi-org-9857 199 11 of of IN doi-org-9857 199 12 enhanced enhanced JJ doi-org-9857 199 13 probability probability NN doi-org-9857 199 14 and and CC doi-org-9857 199 15 not not RB doi-org-9857 199 16 causation causation NN doi-org-9857 199 17 . . . doi-org-9857 200 1 Future future JJ doi-org-9857 200 2 directions direction NNS doi-org-9857 200 3 The the DT doi-org-9857 200 4 authors author NNS doi-org-9857 200 5 hope hope VBP doi-org-9857 200 6 this this DT doi-org-9857 200 7 study study NN doi-org-9857 200 8 will will MD doi-org-9857 200 9 encourage encourage VB doi-org-9857 200 10 others other NNS doi-org-9857 200 11 to to TO doi-org-9857 200 12 pursue pursue VB doi-org-9857 200 13 similar similar JJ doi-org-9857 200 14 research research NN doi-org-9857 200 15 . . . doi-org-9857 201 1 Very very RB doi-org-9857 201 2 little little JJ doi-org-9857 201 3 is be VBZ doi-org-9857 201 4 known know VBN doi-org-9857 201 5 about about IN doi-org-9857 201 6 the the DT doi-org-9857 201 7 efficacy efficacy NN doi-org-9857 201 8 of of IN doi-org-9857 201 9 OER OER NNP doi-org-9857 201 10 and and CC doi-org-9857 201 11 additional additional JJ doi-org-9857 201 12 large large JJ doi-org-9857 201 13 - - HYPH doi-org-9857 201 14 scale scale NN doi-org-9857 201 15 studies study NNS doi-org-9857 201 16 of of IN doi-org-9857 201 17 the the DT doi-org-9857 201 18 efficacy efficacy NN doi-org-9857 201 19 of of IN doi-org-9857 201 20 OER OER NNP doi-org-9857 201 21 are be VBP doi-org-9857 201 22 needed need VBN doi-org-9857 201 23 . . . doi-org-9857 202 1 As as IN doi-org-9857 202 2 the the DT doi-org-9857 202 3 number number NN doi-org-9857 202 4 of of IN doi-org-9857 202 5 courses course NNS doi-org-9857 202 6 using use VBG doi-org-9857 202 7 OER OER NNP doi-org-9857 202 8 proliferate proliferate NN doi-org-9857 202 9 within within IN doi-org-9857 202 10 institutions institution NNS doi-org-9857 202 11 , , , doi-org-9857 202 12 and and CC doi-org-9857 202 13 especially especially RB doi-org-9857 202 14 as as IN doi-org-9857 202 15 some some DT doi-org-9857 202 16 sections section NNS doi-org-9857 202 17 may may MD doi-org-9857 202 18 use use VB doi-org-9857 202 19 commercial commercial JJ doi-org-9857 202 20 textbooks textbook NNS doi-org-9857 202 21 while while IN doi-org-9857 202 22 others other NNS doi-org-9857 202 23 use use VBP doi-org-9857 202 24 OER OER NNP doi-org-9857 202 25 , , , doi-org-9857 202 26 institutions institution NNS doi-org-9857 202 27 may may MD doi-org-9857 202 28 be be VB doi-org-9857 202 29 able able JJ doi-org-9857 202 30 to to TO doi-org-9857 202 31 conduct conduct VB doi-org-9857 202 32 multi multi JJ doi-org-9857 202 33 - - JJ doi-org-9857 202 34 level level JJ doi-org-9857 202 35 modeled model VBN doi-org-9857 202 36 designs design NNS doi-org-9857 202 37 that that WDT doi-org-9857 202 38 account account VBP doi-org-9857 202 39 for for IN doi-org-9857 202 40 department department NN doi-org-9857 202 41 and and CC doi-org-9857 202 42 teacher teacher NN doi-org-9857 202 43 influences influence NNS doi-org-9857 202 44 on on IN doi-org-9857 202 45 outcomes outcome NNS doi-org-9857 202 46 . . . doi-org-9857 203 1 Thus thus RB doi-org-9857 203 2 far far RB doi-org-9857 203 3 , , , doi-org-9857 203 4 outcomes outcome NNS doi-org-9857 203 5 have have VBP doi-org-9857 203 6 been be VBN doi-org-9857 203 7 compared compare VBN doi-org-9857 203 8 with with IN doi-org-9857 203 9 the the DT doi-org-9857 203 10 availability availability NN doi-org-9857 203 11 of of IN doi-org-9857 203 12 OER OER NNP doi-org-9857 203 13 versus versus IN doi-org-9857 203 14 commercial commercial JJ doi-org-9857 203 15 textbooks textbook NNS doi-org-9857 203 16 . . . doi-org-9857 204 1 There there EX doi-org-9857 204 2 are be VBP doi-org-9857 204 3 several several JJ doi-org-9857 204 4 important important JJ doi-org-9857 204 5 covariates covariate NNS doi-org-9857 204 6 to to TO doi-org-9857 204 7 be be VB doi-org-9857 204 8 considered consider VBN doi-org-9857 204 9 . . . doi-org-9857 205 1 Both both DT doi-org-9857 205 2 the the DT doi-org-9857 205 3 OER OER NNP doi-org-9857 205 4 and and CC doi-org-9857 205 5 the the DT doi-org-9857 205 6 commercial commercial JJ doi-org-9857 205 7 textbooks textbook NNS doi-org-9857 205 8 should should MD doi-org-9857 205 9 be be VB doi-org-9857 205 10 evaluated evaluate VBN doi-org-9857 205 11 for for IN doi-org-9857 205 12 quality quality NN doi-org-9857 205 13 . . . doi-org-9857 206 1 There there EX doi-org-9857 206 2 is be VBZ doi-org-9857 206 3 no no DT doi-org-9857 206 4 guarantee guarantee NN doi-org-9857 206 5 that that IN doi-org-9857 206 6 either either DT doi-org-9857 206 7 resource resource NN doi-org-9857 206 8 would would MD doi-org-9857 206 9 be be VB doi-org-9857 206 10 particularly particularly RB doi-org-9857 206 11 effective effective JJ doi-org-9857 206 12 . . . doi-org-9857 207 1 The the DT doi-org-9857 207 2 Open Open NNP doi-org-9857 207 3 Textbook Textbook NNP doi-org-9857 207 4 Initiative Initiative NNP doi-org-9857 207 5 ( ( -LRB- doi-org-9857 207 6 http://open.umn.edu http://open.umn.edu NNP doi-org-9857 207 7 ) ) -RRB- doi-org-9857 207 8 has have VBZ doi-org-9857 207 9 undertaken undertake VBN doi-org-9857 207 10 efforts effort NNS doi-org-9857 207 11 to to TO doi-org-9857 207 12 evaluate evaluate VB doi-org-9857 207 13 OER OER NNP doi-org-9857 207 14 textbooks textbook NNS doi-org-9857 207 15 across across IN doi-org-9857 207 16 ten ten CD doi-org-9857 207 17 dimensions dimension NNS doi-org-9857 207 18 . . . doi-org-9857 208 1 This this DT doi-org-9857 208 2 is be VBZ doi-org-9857 208 3 a a DT doi-org-9857 208 4 very very RB doi-org-9857 208 5 encouraging encouraging JJ doi-org-9857 208 6 development development NN doi-org-9857 208 7 . . . doi-org-9857 209 1 An an DT doi-org-9857 209 2 additional additional JJ doi-org-9857 209 3 important important JJ doi-org-9857 209 4 covariate covariate NN doi-org-9857 209 5 is be VBZ doi-org-9857 209 6 how how WRB doi-org-9857 209 7 much much JJ doi-org-9857 209 8 students student NNS doi-org-9857 209 9 actually actually RB doi-org-9857 209 10 used use VBD doi-org-9857 209 11 either either CC doi-org-9857 209 12 resource resource NN doi-org-9857 209 13 . . . doi-org-9857 210 1 Rather rather RB doi-org-9857 210 2 than than IN doi-org-9857 210 3 conclude conclude VB doi-org-9857 210 4 that that IN doi-org-9857 210 5 there there EX doi-org-9857 210 6 are be VBP doi-org-9857 210 7 no no DT doi-org-9857 210 8 differences difference NNS doi-org-9857 210 9 in in IN doi-org-9857 210 10 outcome outcome NN doi-org-9857 210 11 based base VBN doi-org-9857 210 12 on on IN doi-org-9857 210 13 availability availability NN doi-org-9857 210 14 , , , doi-org-9857 210 15 quality quality NN doi-org-9857 210 16 and and CC doi-org-9857 210 17 usage usage NN doi-org-9857 210 18 covariates covariate NNS doi-org-9857 210 19 would would MD doi-org-9857 210 20 be be VB doi-org-9857 210 21 helpful helpful JJ doi-org-9857 210 22 controls control NNS doi-org-9857 210 23 . . . doi-org-9857 211 1 Additional additional JJ doi-org-9857 211 2 covariates covariate NNS doi-org-9857 211 3 to to TO doi-org-9857 211 4 consider consider VB doi-org-9857 211 5 are be VBP doi-org-9857 211 6 prior prior RB doi-org-9857 211 7 student student NN doi-org-9857 211 8 achievement achievement NN doi-org-9857 211 9 and and CC doi-org-9857 211 10 teacher teacher NN doi-org-9857 211 11 effects effect NNS doi-org-9857 211 12 . . . doi-org-9857 212 1 It -PRON- PRP doi-org-9857 212 2 may may MD doi-org-9857 212 3 be be VB doi-org-9857 212 4 that that IN doi-org-9857 212 5 teachers teacher NNS doi-org-9857 212 6 that that WDT doi-org-9857 212 7 explore explore VBP doi-org-9857 212 8 , , , doi-org-9857 212 9 use use NN doi-org-9857 212 10 , , , doi-org-9857 212 11 and and CC doi-org-9857 212 12 develop develop VB doi-org-9857 212 13 OER OER NNP doi-org-9857 212 14 are be VBP doi-org-9857 212 15 systematically systematically RB doi-org-9857 212 16 different different JJ doi-org-9857 212 17 than than IN doi-org-9857 212 18 other other JJ doi-org-9857 212 19 teachers teacher NNS doi-org-9857 212 20 . . . doi-org-9857 213 1 Subsequent subsequent JJ doi-org-9857 213 2 research research NN doi-org-9857 213 3 that that WDT doi-org-9857 213 4 can can MD doi-org-9857 213 5 approximate approximate VB doi-org-9857 213 6 these these DT doi-org-9857 213 7 covariates covariate NNS doi-org-9857 213 8 will will MD doi-org-9857 213 9 result result VB doi-org-9857 213 10 in in IN doi-org-9857 213 11 cleaner clean JJR doi-org-9857 213 12 estimates estimate NNS doi-org-9857 213 13 of of IN doi-org-9857 213 14 possible possible JJ doi-org-9857 213 15 differences difference NNS doi-org-9857 213 16 in in IN doi-org-9857 213 17 student student NN doi-org-9857 213 18 outcomes outcome NNS doi-org-9857 213 19 between between IN doi-org-9857 213 20 OER OER NNP doi-org-9857 213 21 and and CC doi-org-9857 213 22 non non JJ doi-org-9857 213 23 - - JJ doi-org-9857 213 24 OER oer JJ doi-org-9857 213 25 sections section NNS doi-org-9857 213 26 . . . doi-org-9857 214 1 This this DT doi-org-9857 214 2 study study NN doi-org-9857 214 3 focused focus VBD doi-org-9857 214 4 on on IN doi-org-9857 214 5 five five CD doi-org-9857 214 6 measures measure NNS doi-org-9857 214 7 of of IN doi-org-9857 214 8 student student NN doi-org-9857 214 9 success success NN doi-org-9857 214 10 — — : doi-org-9857 214 11 course course NN doi-org-9857 214 12 completion completion NN doi-org-9857 214 13 , , , doi-org-9857 214 14 final final JJ doi-org-9857 214 15 grade grade NN doi-org-9857 214 16 , , , doi-org-9857 214 17 final final JJ doi-org-9857 214 18 grade grade NN doi-org-9857 214 19 of of IN doi-org-9857 214 20 C- c- NN doi-org-9857 214 21 or or CC doi-org-9857 214 22 higher high JJR doi-org-9857 214 23 , , , doi-org-9857 214 24 enrollment enrollment NN doi-org-9857 214 25 intensity intensity NN doi-org-9857 214 26 , , , doi-org-9857 214 27 and and CC doi-org-9857 214 28 enrollment enrollment NN doi-org-9857 214 29 intensity intensity NN doi-org-9857 214 30 in in IN doi-org-9857 214 31 the the DT doi-org-9857 214 32 following follow VBG doi-org-9857 214 33 semester semester NN doi-org-9857 214 34 . . . doi-org-9857 215 1 Replicative replicative JJ doi-org-9857 215 2 studies study NNS doi-org-9857 215 3 in in IN doi-org-9857 215 4 these these DT doi-org-9857 215 5 areas area NNS doi-org-9857 215 6 are be VBP doi-org-9857 215 7 needed need VBN doi-org-9857 215 8 . . . doi-org-9857 216 1 Moreover moreover RB doi-org-9857 216 2 , , , doi-org-9857 216 3 there there EX doi-org-9857 216 4 are be VBP doi-org-9857 216 5 several several JJ doi-org-9857 216 6 other other JJ doi-org-9857 216 7 areas area NNS doi-org-9857 216 8 in in IN doi-org-9857 216 9 which which WDT doi-org-9857 216 10 student student NN doi-org-9857 216 11 success success NN doi-org-9857 216 12 could could MD doi-org-9857 216 13 be be VB doi-org-9857 216 14 measured measure VBN doi-org-9857 216 15 . . . doi-org-9857 217 1 For for IN doi-org-9857 217 2 example example NN doi-org-9857 217 3 , , , doi-org-9857 217 4 do do VBP doi-org-9857 217 5 students student NNS doi-org-9857 217 6 in in IN doi-org-9857 217 7 classes class NNS doi-org-9857 217 8 with with IN doi-org-9857 217 9 OER OER NNP doi-org-9857 217 10 receive receive VBP doi-org-9857 217 11 more more JJR doi-org-9857 217 12 “ " `` doi-org-9857 217 13 A a NN doi-org-9857 217 14 ” " '' doi-org-9857 217 15 grades grade NNS doi-org-9857 217 16 than than IN doi-org-9857 217 17 students student NNS doi-org-9857 217 18 using use VBG doi-org-9857 217 19 traditional traditional JJ doi-org-9857 217 20 textbooks textbook NNS doi-org-9857 217 21 ? ? . doi-org-9857 218 1 Is be VBZ doi-org-9857 218 2 there there EX doi-org-9857 218 3 a a DT doi-org-9857 218 4 quantifiable quantifiable JJ doi-org-9857 218 5 difference difference NN doi-org-9857 218 6 in in IN doi-org-9857 218 7 how how WRB doi-org-9857 218 8 students student NNS doi-org-9857 218 9 perform perform VBP doi-org-9857 218 10 on on IN doi-org-9857 218 11 final final JJ doi-org-9857 218 12 exams exam NNS doi-org-9857 218 13 based base VBN doi-org-9857 218 14 on on IN doi-org-9857 218 15 the the DT doi-org-9857 218 16 textbook textbook NN doi-org-9857 218 17 they -PRON- PRP doi-org-9857 218 18 use use VBP doi-org-9857 218 19 ? ? . doi-org-9857 219 1 These these DT doi-org-9857 219 2 and and CC doi-org-9857 219 3 other other JJ doi-org-9857 219 4 similar similar JJ doi-org-9857 219 5 questions question NNS doi-org-9857 219 6 could could MD doi-org-9857 219 7 be be VB doi-org-9857 219 8 profitably profitably RB doi-org-9857 219 9 pursued pursue VBN doi-org-9857 219 10 . . . doi-org-9857 220 1 We -PRON- PRP doi-org-9857 220 2 also also RB doi-org-9857 220 3 believe believe VBP doi-org-9857 220 4 there there EX doi-org-9857 220 5 are be VBP doi-org-9857 220 6 other other JJ doi-org-9857 220 7 opportunities opportunity NNS doi-org-9857 220 8 to to TO doi-org-9857 220 9 improve improve VB doi-org-9857 220 10 student student NN doi-org-9857 220 11 outcomes outcome NNS doi-org-9857 220 12 that that WDT doi-org-9857 220 13 manipulate manipulate VBP doi-org-9857 220 14 variables variable NNS doi-org-9857 220 15 other other JJ doi-org-9857 220 16 than than IN doi-org-9857 220 17 the the DT doi-org-9857 220 18 design design NN doi-org-9857 220 19 of of IN doi-org-9857 220 20 the the DT doi-org-9857 220 21 instruction instruction NN doi-org-9857 220 22 , , , doi-org-9857 220 23 and and CC doi-org-9857 220 24 hope hope VB doi-org-9857 220 25 this this DT doi-org-9857 220 26 study study NN doi-org-9857 220 27 will will MD doi-org-9857 220 28 encourage encourage VB doi-org-9857 220 29 other other JJ doi-org-9857 220 30 researchers researcher NNS doi-org-9857 220 31 to to TO doi-org-9857 220 32 search search VB doi-org-9857 220 33 for for IN doi-org-9857 220 34 these these DT doi-org-9857 220 35 variables variable NNS doi-org-9857 220 36 . . . doi-org-9857 221 1 References References NNP doi-org-9857 221 2 Allen Allen NNP doi-org-9857 221 3 , , , doi-org-9857 221 4 G. G. NNP doi-org-9857 221 5 , , , doi-org-9857 221 6 Guzman Guzman NNP doi-org-9857 221 7 - - HYPH doi-org-9857 221 8 Alvarez Alvarez NNP doi-org-9857 221 9 , , , doi-org-9857 221 10 A. A. NNP doi-org-9857 221 11 , , , doi-org-9857 221 12 Molinaro Molinaro NNP doi-org-9857 221 13 , , , doi-org-9857 221 14 M. M. NNP doi-org-9857 221 15 , , , doi-org-9857 221 16 & & CC doi-org-9857 221 17 Larsen Larsen NNP doi-org-9857 221 18 , , , doi-org-9857 221 19 D. D. NNP doi-org-9857 221 20 ( ( -LRB- doi-org-9857 221 21 2015 2015 CD doi-org-9857 221 22 ) ) -RRB- doi-org-9857 221 23 . . . doi-org-9857 222 1 Assessing assess VBG doi-org-9857 222 2 the the DT doi-org-9857 222 3 impact impact NN doi-org-9857 222 4 and and CC doi-org-9857 222 5 efficacy efficacy NN doi-org-9857 222 6 of of IN doi-org-9857 222 7 the the DT doi-org-9857 222 8 Open open JJ doi-org-9857 222 9 - - HYPH doi-org-9857 222 10 Access access NN doi-org-9857 222 11 ChemWiki ChemWiki NNP doi-org-9857 222 12 Textbook Textbook NNP doi-org-9857 222 13 Project Project NNP doi-org-9857 222 14 . . . doi-org-9857 223 1 Educause Educause NNP doi-org-9857 223 2 Learning Learning NNP doi-org-9857 223 3 Initiative Initiative NNP doi-org-9857 223 4 Brief Brief NNP doi-org-9857 223 5 . . . doi-org-9857 224 1 Allen Allen NNP doi-org-9857 224 2 , , , doi-org-9857 224 3 I. I. NNP doi-org-9857 224 4 E. E. NNP doi-org-9857 224 5 , , , doi-org-9857 224 6 & & CC doi-org-9857 224 7 Seaman Seaman NNP doi-org-9857 224 8 , , , doi-org-9857 224 9 J. J. NNP doi-org-9857 225 1 ( ( -LRB- doi-org-9857 225 2 2014 2014 CD doi-org-9857 225 3 ) ) -RRB- doi-org-9857 225 4 . . . doi-org-9857 226 1 Opening open VBG doi-org-9857 226 2 the the DT doi-org-9857 226 3 curriculum curriculum NN doi-org-9857 226 4 : : : doi-org-9857 226 5 Open open VB doi-org-9857 226 6 educational educational JJ doi-org-9857 226 7 resources resource NNS doi-org-9857 226 8 in in IN doi-org-9857 226 9 US US NNP doi-org-9857 226 10 higher high JJR doi-org-9857 226 11 education education NN doi-org-9857 226 12 , , , doi-org-9857 226 13 2014 2014 CD doi-org-9857 226 14 . . . doi-org-9857 227 1 Pearson Pearson NNP doi-org-9857 227 2 : : : doi-org-9857 227 3 Babson Babson NNP doi-org-9857 227 4 Survey Survey NNP doi-org-9857 227 5 Research Research NNP doi-org-9857 227 6 Group Group NNP doi-org-9857 227 7 . . . doi-org-9857 228 1 Google Google NNP doi-org-9857 228 2 Scholar Scholar NNP doi-org-9857 228 3     _SP doi-org-9857 228 4 Bliss Bliss NNP doi-org-9857 228 5 , , , doi-org-9857 228 6 T. T. NNP doi-org-9857 228 7 J. J. NNP doi-org-9857 228 8 , , , doi-org-9857 228 9 Hilton Hilton NNP doi-org-9857 228 10 III III NNP doi-org-9857 228 11 , , , doi-org-9857 228 12 J. J. NNP doi-org-9857 228 13 , , , doi-org-9857 228 14 Wiley Wiley NNP doi-org-9857 228 15 , , , doi-org-9857 228 16 D. D. NNP doi-org-9857 228 17 , , , doi-org-9857 228 18 & & CC doi-org-9857 228 19 Thanos Thanos NNP doi-org-9857 228 20 , , , doi-org-9857 228 21 K. K. NNP doi-org-9857 228 22 ( ( -LRB- doi-org-9857 228 23 2013 2013 CD doi-org-9857 228 24 ) ) -RRB- doi-org-9857 228 25 . . . doi-org-9857 229 1 The the DT doi-org-9857 229 2 cost cost NN doi-org-9857 229 3 and and CC doi-org-9857 229 4 quality quality NN doi-org-9857 229 5 of of IN doi-org-9857 229 6 online online JJ doi-org-9857 229 7 open open JJ doi-org-9857 229 8 textbooks textbook NNS doi-org-9857 229 9 : : : doi-org-9857 229 10 Perceptions perception NNS doi-org-9857 229 11 of of IN doi-org-9857 229 12 community community NN doi-org-9857 229 13 college college NN doi-org-9857 229 14 faculty faculty NN doi-org-9857 229 15 and and CC doi-org-9857 229 16 students student NNS doi-org-9857 229 17 . . . doi-org-9857 230 1 First First NNP doi-org-9857 230 2 Monday Monday NNP doi-org-9857 230 3 , , , doi-org-9857 230 4 18(1 18(1 CD doi-org-9857 230 5 ) ) -RRB- doi-org-9857 230 6 , , , doi-org-9857 230 7 1–7 1–7 CD doi-org-9857 230 8 . . . doi-org-9857 231 1 Article Article NNP doi-org-9857 231 2     _SP doi-org-9857 231 3 Google Google NNP doi-org-9857 231 4 Scholar Scholar NNP doi-org-9857 231 5     _SP doi-org-9857 231 6 Bowen Bowen NNP doi-org-9857 231 7 , , , doi-org-9857 231 8 W. W. NNP doi-org-9857 231 9 G. G. NNP doi-org-9857 231 10 , , , doi-org-9857 231 11 Chingos Chingos NNP doi-org-9857 231 12 , , , doi-org-9857 231 13 M. M. NNP doi-org-9857 231 14 M. M. NNP doi-org-9857 231 15 , , , doi-org-9857 231 16 Lack Lack NNP doi-org-9857 231 17 , , , doi-org-9857 231 18 K. K. NNP doi-org-9857 231 19 A. A. NNP doi-org-9857 231 20 , , , doi-org-9857 231 21 & & CC doi-org-9857 231 22 Nygren Nygren NNP doi-org-9857 231 23 , , , doi-org-9857 231 24 T. t. NN doi-org-9857 231 25 I. i. NN doi-org-9857 232 1 ( ( -LRB- doi-org-9857 232 2 2014 2014 CD doi-org-9857 232 3 ) ) -RRB- doi-org-9857 232 4 . . . doi-org-9857 233 1 Interactive interactive JJ doi-org-9857 233 2 learning learning NN doi-org-9857 233 3 online online RB doi-org-9857 233 4 at at IN doi-org-9857 233 5 public public JJ doi-org-9857 233 6 universities university NNS doi-org-9857 233 7 : : : doi-org-9857 233 8 Evidence evidence NN doi-org-9857 233 9 from from IN doi-org-9857 233 10 a a DT doi-org-9857 233 11 six six CD doi-org-9857 233 12 - - HYPH doi-org-9857 233 13 campus campus NN doi-org-9857 233 14 randomized randomized JJ doi-org-9857 233 15 trial trial NN doi-org-9857 233 16 . . . doi-org-9857 234 1 Journal Journal NNP doi-org-9857 234 2 of of IN doi-org-9857 234 3 Policy Policy NNP doi-org-9857 234 4 Analysis Analysis NNP doi-org-9857 234 5 and and CC doi-org-9857 234 6 Management Management NNP doi-org-9857 234 7 , , , doi-org-9857 234 8 33(1 33(1 CD doi-org-9857 234 9 ) ) -RRB- doi-org-9857 234 10 , , , doi-org-9857 234 11 94–111 94–111 NNP doi-org-9857 234 12 . . . doi-org-9857 235 1 Article Article NNP doi-org-9857 235 2     _SP doi-org-9857 235 3 Google Google NNP doi-org-9857 235 4 Scholar Scholar NNP doi-org-9857 235 5     _SP doi-org-9857 235 6 Buczynski Buczynski NNP doi-org-9857 235 7 , , , doi-org-9857 235 8 J. J. NNP doi-org-9857 236 1 A. A. NNP doi-org-9857 237 1 ( ( -LRB- doi-org-9857 237 2 2007 2007 CD doi-org-9857 237 3 ) ) -RRB- doi-org-9857 237 4 . . . doi-org-9857 238 1 Faculty faculty NN doi-org-9857 238 2 begin begin VBP doi-org-9857 238 3 to to TO doi-org-9857 238 4 replace replace VB doi-org-9857 238 5 textbooks textbook NNS doi-org-9857 238 6 with with IN doi-org-9857 238 7 “ " `` doi-org-9857 238 8 freely freely RB doi-org-9857 238 9 ” " '' doi-org-9857 238 10 accessible accessible JJ doi-org-9857 238 11 online online JJ doi-org-9857 238 12 resources resource NNS doi-org-9857 238 13 . . . doi-org-9857 239 1 Internet internet NN doi-org-9857 239 2 Reference Reference NNP doi-org-9857 239 3 Services Services NNP doi-org-9857 239 4 Quarterly Quarterly NNP doi-org-9857 239 5 , , , doi-org-9857 239 6 11(4 11(4 CD doi-org-9857 239 7 ) ) -RRB- doi-org-9857 239 8 , , , doi-org-9857 239 9 169–179 169–179 CD doi-org-9857 239 10 . . . doi-org-9857 240 1 Article Article NNP doi-org-9857 240 2     _SP doi-org-9857 240 3 Google Google NNP doi-org-9857 240 4 Scholar Scholar NNP doi-org-9857 240 5     _SP doi-org-9857 240 6 Feldstein Feldstein NNP doi-org-9857 240 7 , , , doi-org-9857 240 8 A. A. NNP doi-org-9857 240 9 , , , doi-org-9857 240 10 Martin Martin NNP doi-org-9857 240 11 , , , doi-org-9857 240 12 M. M. NNP doi-org-9857 240 13 , , , doi-org-9857 240 14 Hudson Hudson NNP doi-org-9857 240 15 , , , doi-org-9857 240 16 A. A. NNP doi-org-9857 240 17 , , , doi-org-9857 240 18 Warren Warren NNP doi-org-9857 240 19 , , , doi-org-9857 240 20 K. K. NNP doi-org-9857 240 21 , , , doi-org-9857 240 22 Hilton Hilton NNP doi-org-9857 240 23 III III NNP doi-org-9857 240 24 , , , doi-org-9857 240 25 J. J. NNP doi-org-9857 240 26 , , , doi-org-9857 240 27 & & CC doi-org-9857 240 28 Wiley Wiley NNP doi-org-9857 240 29 , , , doi-org-9857 240 30 D. D. NNP doi-org-9857 240 31 ( ( -LRB- doi-org-9857 240 32 2012 2012 CD doi-org-9857 240 33 ) ) -RRB- doi-org-9857 240 34 . . . doi-org-9857 241 1 Open open JJ doi-org-9857 241 2 textbooks textbook NNS doi-org-9857 241 3 and and CC doi-org-9857 241 4 increased increase VBN doi-org-9857 241 5 student student NN doi-org-9857 241 6 access access NN doi-org-9857 241 7 and and CC doi-org-9857 241 8 outcomes outcome NNS doi-org-9857 241 9 . . . doi-org-9857 242 1 European European NNP doi-org-9857 242 2 Journal Journal NNP doi-org-9857 242 3 of of IN doi-org-9857 242 4 Open Open NNP doi-org-9857 242 5 , , , doi-org-9857 242 6 Distance Distance NNP doi-org-9857 242 7 and and CC doi-org-9857 242 8 E E NNP doi-org-9857 242 9 - - HYPH doi-org-9857 242 10 Learning learning NN doi-org-9857 242 11 . . . doi-org-9857 243 1 Retrieved retrieve VBN doi-org-9857 243 2 from from IN doi-org-9857 243 3 http://www.eurodl.org/index.php?article=533 http://www.eurodl.org/index.php?article=533 JJ doi-org-9857 243 4 Florida Florida NNP doi-org-9857 243 5 Virtual Virtual NNP doi-org-9857 243 6 Campus Campus NNP doi-org-9857 243 7 . . . doi-org-9857 244 1 ( ( -LRB- doi-org-9857 244 2 2012 2012 CD doi-org-9857 244 3 ) ) -RRB- doi-org-9857 244 4 . . . doi-org-9857 245 1 2012 2012 CD doi-org-9857 245 2 Florida Florida NNP doi-org-9857 245 3 Student Student NNP doi-org-9857 245 4 Textbook Textbook NNP doi-org-9857 245 5 Survey Survey NNP doi-org-9857 245 6 . . . doi-org-9857 246 1 Tallahassee Tallahassee NNP doi-org-9857 246 2 , , , doi-org-9857 246 3 FL FL NNP doi-org-9857 246 4 . . . doi-org-9857 247 1 Retrieved retrieve VBN doi-org-9857 247 2 from from IN doi-org-9857 247 3 http://www.openaccesstextbooks.org/%5Cpdf%5C2012_Florida_Student_Textbook_Survey.pdf http://www.openaccesstextbooks.org/%5Cpdf%5C2012_Florida_Student_Textbook_Survey.pdf NNP doi-org-9857 247 4 Goodwin Goodwin NNP doi-org-9857 247 5 , , , doi-org-9857 247 6 M. M. NNP doi-org-9857 247 7 A. a. NN doi-org-9857 247 8 L. L. NNP doi-org-9857 247 9 ( ( -LRB- doi-org-9857 247 10 2011 2011 CD doi-org-9857 247 11 ) ) -RRB- doi-org-9857 247 12 . . . doi-org-9857 248 1 The the DT doi-org-9857 248 2 Open open JJ doi-org-9857 248 3 Course course NN doi-org-9857 248 4 Library Library NNP doi-org-9857 248 5 : : : doi-org-9857 248 6 Using use VBG doi-org-9857 248 7 open open JJ doi-org-9857 248 8 educational educational JJ doi-org-9857 248 9 resources resource NNS doi-org-9857 248 10 to to TO doi-org-9857 248 11 improve improve VB doi-org-9857 248 12 community community NN doi-org-9857 248 13 college college NN doi-org-9857 248 14 access access NN doi-org-9857 248 15 ( ( -LRB- doi-org-9857 248 16 Unpublished unpublished JJ doi-org-9857 248 17 doctoral doctoral JJ doi-org-9857 248 18 dissertation dissertation NN doi-org-9857 248 19 ) ) -RRB- doi-org-9857 248 20 . . . doi-org-9857 249 1 Pullman Pullman NNP doi-org-9857 249 2 , , , doi-org-9857 249 3 WA WA NNP doi-org-9857 249 4 : : : doi-org-9857 249 5 Washington Washington NNP doi-org-9857 249 6 State State NNP doi-org-9857 249 7 University University NNP doi-org-9857 249 8 . . . doi-org-9857 250 1 Guo Guo NNP doi-org-9857 250 2 , , , doi-org-9857 250 3 S. S. NNP doi-org-9857 250 4 , , , doi-org-9857 250 5 & & CC doi-org-9857 250 6 Fraser Fraser NNP doi-org-9857 250 7 , , , doi-org-9857 250 8 M. M. NNP doi-org-9857 250 9 W. W. NNP doi-org-9857 250 10 ( ( -LRB- doi-org-9857 250 11 2014 2014 CD doi-org-9857 250 12 ) ) -RRB- doi-org-9857 250 13 . . . doi-org-9857 251 1 Propensity propensity NN doi-org-9857 251 2 score score NN doi-org-9857 251 3 analysis analysis NN doi-org-9857 251 4 : : : doi-org-9857 251 5 Statistical statistical JJ doi-org-9857 251 6 methods method NNS doi-org-9857 251 7 and and CC doi-org-9857 251 8 applications application NNS doi-org-9857 251 9 ( ( -LRB- doi-org-9857 251 10 Vol Vol NNP doi-org-9857 251 11 . . . doi-org-9857 252 1 11 11 CD doi-org-9857 252 2 ) ) -RRB- doi-org-9857 252 3 . . . doi-org-9857 253 1 Thousand thousand CD doi-org-9857 253 2 Oaks Oaks NNPS doi-org-9857 253 3 : : : doi-org-9857 253 4 Sage Sage NNP doi-org-9857 253 5 Publications publication NNS doi-org-9857 253 6 . . . doi-org-9857 254 1 Google Google NNP doi-org-9857 254 2 Scholar Scholar NNP doi-org-9857 254 3     _SP doi-org-9857 254 4 Hewlett Hewlett NNP doi-org-9857 254 5 ( ( -LRB- doi-org-9857 254 6 2013 2013 CD doi-org-9857 254 7 ) ) -RRB- doi-org-9857 254 8 . . . doi-org-9857 255 1 Open open VB doi-org-9857 255 2 educational educational JJ doi-org-9857 255 3 resources resource NNS doi-org-9857 255 4 . . . doi-org-9857 256 1 http://www.hewlett.org/programs/education-program/open-educational-resources http://www.hewlett.org/programs/education-program/open-educational-resources NNP doi-org-9857 256 2 Hilton Hilton NNP doi-org-9857 256 3 III III NNP doi-org-9857 256 4 , , , doi-org-9857 256 5 J. J. NNP doi-org-9857 256 6 L. L. NNP doi-org-9857 256 7 , , , doi-org-9857 256 8 Gaudet Gaudet NNP doi-org-9857 256 9 , , , doi-org-9857 256 10 D. D. NNP doi-org-9857 256 11 , , , doi-org-9857 256 12 Clark Clark NNP doi-org-9857 256 13 , , , doi-org-9857 256 14 P. P. NNP doi-org-9857 256 15 , , , doi-org-9857 256 16 Robinson Robinson NNP doi-org-9857 256 17 , , , doi-org-9857 256 18 J. J. NNP doi-org-9857 256 19 , , , doi-org-9857 256 20 & & CC doi-org-9857 256 21 Wiley Wiley NNP doi-org-9857 256 22 , , , doi-org-9857 256 23 D. D. NNP doi-org-9857 256 24 ( ( -LRB- doi-org-9857 256 25 2013 2013 CD doi-org-9857 256 26 ) ) -RRB- doi-org-9857 256 27 . . . doi-org-9857 257 1 The the DT doi-org-9857 257 2 adoption adoption NN doi-org-9857 257 3 of of IN doi-org-9857 257 4 open open JJ doi-org-9857 257 5 educational educational JJ doi-org-9857 257 6 resources resource NNS doi-org-9857 257 7 by by IN doi-org-9857 257 8 one one CD doi-org-9857 257 9 community community NN doi-org-9857 257 10 college college NN doi-org-9857 257 11 math math NNP doi-org-9857 257 12 department department NNP doi-org-9857 257 13 . . . doi-org-9857 258 1 The the DT doi-org-9857 258 2 International International NNP doi-org-9857 258 3 Review Review NNP doi-org-9857 258 4 of of IN doi-org-9857 258 5 Research Research NNP doi-org-9857 258 6 in in IN doi-org-9857 258 7 Open Open NNP doi-org-9857 258 8 and and CC doi-org-9857 258 9 Distributed Distributed NNP doi-org-9857 258 10 Learning Learning NNP doi-org-9857 258 11 , , , doi-org-9857 258 12 14(4 14(4 CD doi-org-9857 258 13 ) ) -RRB- doi-org-9857 258 14 , , , doi-org-9857 258 15 37–50 37–50 CD doi-org-9857 258 16 . . . doi-org-9857 259 1 Google Google NNP doi-org-9857 259 2 Scholar Scholar NNP doi-org-9857 259 3     _SP doi-org-9857 259 4 Hilton Hilton NNP doi-org-9857 259 5 III III NNP doi-org-9857 259 6 , , , doi-org-9857 259 7 J. J. NNP doi-org-9857 259 8 L. L. NNP doi-org-9857 259 9 , , , doi-org-9857 259 10 Robinson Robinson NNP doi-org-9857 259 11 , , , doi-org-9857 259 12 T. T. NNP doi-org-9857 259 13 J. J. NNP doi-org-9857 259 14 , , , doi-org-9857 259 15 Wiley Wiley NNP doi-org-9857 259 16 , , , doi-org-9857 259 17 D. D. NNP doi-org-9857 259 18 A. A. NNP doi-org-9857 259 19 , , , doi-org-9857 259 20 & & CC doi-org-9857 259 21 Ackerman Ackerman NNP doi-org-9857 259 22 , , , doi-org-9857 259 23 J. J. NNP doi-org-9857 259 24 D. D. NNP doi-org-9857 259 25 ( ( -LRB- doi-org-9857 259 26 2014 2014 CD doi-org-9857 259 27 ) ) -RRB- doi-org-9857 259 28 . . . doi-org-9857 260 1 Cost cost NN doi-org-9857 260 2 - - HYPH doi-org-9857 260 3 savings saving NNS doi-org-9857 260 4 achieved achieve VBN doi-org-9857 260 5 in in IN doi-org-9857 260 6 two two CD doi-org-9857 260 7 semesters semester NNS doi-org-9857 260 8 through through IN doi-org-9857 260 9 the the DT doi-org-9857 260 10 adoption adoption NN doi-org-9857 260 11 of of IN doi-org-9857 260 12 open open JJ doi-org-9857 260 13 educational educational JJ doi-org-9857 260 14 resources resource NNS doi-org-9857 260 15 . . . doi-org-9857 261 1 The the DT doi-org-9857 261 2 International International NNP doi-org-9857 261 3 Review Review NNP doi-org-9857 261 4 of of IN doi-org-9857 261 5 Research Research NNP doi-org-9857 261 6 in in IN doi-org-9857 261 7 Open Open NNP doi-org-9857 261 8 and and CC doi-org-9857 261 9 Distributed Distributed NNP doi-org-9857 261 10 Learning Learning NNP doi-org-9857 261 11 , , , doi-org-9857 261 12 15(2 15(2 CD doi-org-9857 261 13 ) ) -RRB- doi-org-9857 261 14 , , , doi-org-9857 261 15 1–18 1–18 CD doi-org-9857 261 16 . . . doi-org-9857 262 1 Google Google NNP doi-org-9857 262 2 Scholar Scholar NNP doi-org-9857 262 3     _SP doi-org-9857 262 4 Hilton Hilton NNP doi-org-9857 262 5 III III NNP doi-org-9857 262 6 , , , doi-org-9857 262 7 J. J. NNP doi-org-9857 262 8 L. L. NNP doi-org-9857 262 9 , , , doi-org-9857 262 10 & & CC doi-org-9857 262 11 Laman Laman NNP doi-org-9857 262 12 , , , doi-org-9857 262 13 C. C. NNP doi-org-9857 262 14 ( ( -LRB- doi-org-9857 262 15 2012 2012 CD doi-org-9857 262 16 ) ) -RRB- doi-org-9857 262 17 . . . doi-org-9857 263 1 One one CD doi-org-9857 263 2 college college NN doi-org-9857 263 3 ’s ’s POS doi-org-9857 263 4 use use NN doi-org-9857 263 5 of of IN doi-org-9857 263 6 an an DT doi-org-9857 263 7 open open JJ doi-org-9857 263 8 psychology psychology NN doi-org-9857 263 9 textbook textbook NN doi-org-9857 263 10 . . . doi-org-9857 264 1 Open open JJ doi-org-9857 264 2 Learning learning NN doi-org-9857 264 3 : : : doi-org-9857 264 4 The the DT doi-org-9857 264 5 Journal Journal NNP doi-org-9857 264 6 of of IN doi-org-9857 264 7 Open Open NNP doi-org-9857 264 8 , , , doi-org-9857 264 9 Distance Distance NNP doi-org-9857 264 10 and and CC doi-org-9857 264 11 e e NNP doi-org-9857 264 12 - - : doi-org-9857 264 13 Learning Learning NNP doi-org-9857 264 14 , , , doi-org-9857 264 15 27(3 27(3 CD doi-org-9857 264 16 ) ) -RRB- doi-org-9857 264 17 , , , doi-org-9857 264 18 265–272 265–272 CD doi-org-9857 264 19 . . . doi-org-9857 265 1 Article Article NNP doi-org-9857 265 2     _SP doi-org-9857 265 3 Google Google NNP doi-org-9857 265 4 Scholar Scholar NNP doi-org-9857 265 5     _SP doi-org-9857 265 6 Hilton Hilton NNP doi-org-9857 265 7 III III NNP doi-org-9857 265 8 , , , doi-org-9857 265 9 J. J. NNP doi-org-9857 265 10 L. L. NNP doi-org-9857 265 11 , , , doi-org-9857 265 12 Wiley Wiley NNP doi-org-9857 265 13 , , , doi-org-9857 265 14 D. D. NNP doi-org-9857 265 15 , , , doi-org-9857 265 16 Stein Stein NNP doi-org-9857 265 17 , , , doi-org-9857 265 18 J. J. NNP doi-org-9857 265 19 , , , doi-org-9857 265 20 & & CC doi-org-9857 265 21 Johnson Johnson NNP doi-org-9857 265 22 , , , doi-org-9857 265 23 A. A. NNP doi-org-9857 266 1 ( ( -LRB- doi-org-9857 266 2 2010 2010 CD doi-org-9857 266 3 ) ) -RRB- doi-org-9857 266 4 . . . doi-org-9857 267 1 The the DT doi-org-9857 267 2 four four CD doi-org-9857 267 3 ‘ ' `` doi-org-9857 267 4 R r NN doi-org-9857 267 5 ’s ’s NN doi-org-9857 267 6 of of IN doi-org-9857 267 7 openness openness NN doi-org-9857 267 8 and and CC doi-org-9857 267 9 ALMS alms NN doi-org-9857 267 10 analysis analysis NN doi-org-9857 267 11 : : : doi-org-9857 267 12 Frameworks framework NNS doi-org-9857 267 13 for for IN doi-org-9857 267 14 open open JJ doi-org-9857 267 15 educational educational JJ doi-org-9857 267 16 resources resource NNS doi-org-9857 267 17 . . . doi-org-9857 268 1 Open Open NNP doi-org-9857 268 2 Learning Learning NNP doi-org-9857 268 3 , , , doi-org-9857 268 4 25(1 25(1 CD doi-org-9857 268 5 ) ) -RRB- doi-org-9857 268 6 , , , doi-org-9857 268 7 37–44 37–44 NNP doi-org-9857 268 8 . . . doi-org-9857 269 1 Article Article NNP doi-org-9857 269 2     _SP doi-org-9857 269 3 Google Google NNP doi-org-9857 269 4 Scholar Scholar NNP doi-org-9857 269 5     _SP doi-org-9857 269 6 Lovett Lovett NNP doi-org-9857 269 7 , , , doi-org-9857 269 8 M. M. NNP doi-org-9857 269 9 , , , doi-org-9857 269 10 Meyer Meyer NNP doi-org-9857 269 11 , , , doi-org-9857 269 12 O. O. NNP doi-org-9857 269 13 , , , doi-org-9857 269 14 & & CC doi-org-9857 269 15 Thille Thille NNP doi-org-9857 269 16 , , , doi-org-9857 269 17 C. C. NNP doi-org-9857 269 18 ( ( -LRB- doi-org-9857 269 19 2008 2008 CD doi-org-9857 269 20 ) ) -RRB- doi-org-9857 269 21 . . . doi-org-9857 270 1 The the DT doi-org-9857 270 2 open open JJ doi-org-9857 270 3 learning learning NN doi-org-9857 270 4 initiative initiative NN doi-org-9857 270 5 : : : doi-org-9857 270 6 Measuring measure VBG doi-org-9857 270 7 the the DT doi-org-9857 270 8 effectiveness effectiveness NN doi-org-9857 270 9 of of IN doi-org-9857 270 10 the the DT doi-org-9857 270 11 OLI OLI NNP doi-org-9857 270 12 statistics statistic NNS doi-org-9857 270 13 course course NN doi-org-9857 270 14 in in IN doi-org-9857 270 15 accelerating accelerate VBG doi-org-9857 270 16 student student NN doi-org-9857 270 17 learning learning NN doi-org-9857 270 18 . . . doi-org-9857 271 1 Journal Journal NNP doi-org-9857 271 2 of of IN doi-org-9857 271 3 Interactive Interactive NNP doi-org-9857 271 4 Media Media NNP doi-org-9857 271 5 in in IN doi-org-9857 271 6 Education Education NNP doi-org-9857 271 7 , , , doi-org-9857 271 8 2008(1 2008(1 CD doi-org-9857 271 9 ) ) -RRB- doi-org-9857 271 10 , , , doi-org-9857 271 11 Art-13 Art-13 NNP doi-org-9857 271 12 . . . doi-org-9857 272 1 Article Article NNP doi-org-9857 272 2     _SP doi-org-9857 272 3 Google Google NNP doi-org-9857 272 4 Scholar Scholar NNP doi-org-9857 272 5     _SP doi-org-9857 272 6 Paulsen Paulsen NNP doi-org-9857 272 7 , , , doi-org-9857 272 8 M. M. NNP doi-org-9857 272 9 B. B. NNP doi-org-9857 272 10 , , , doi-org-9857 272 11 & & CC doi-org-9857 272 12 St St NNP doi-org-9857 272 13 John John NNP doi-org-9857 272 14 , , , doi-org-9857 272 15 E. E. NNP doi-org-9857 272 16 P. P. NNP doi-org-9857 272 17 ( ( -LRB- doi-org-9857 272 18 2002 2002 CD doi-org-9857 272 19 ) ) -RRB- doi-org-9857 272 20 . . . doi-org-9857 273 1 Social social JJ doi-org-9857 273 2 class class NN doi-org-9857 273 3 and and CC doi-org-9857 273 4 college college NN doi-org-9857 273 5 costs cost NNS doi-org-9857 273 6 : : : doi-org-9857 273 7 Examining examine VBG doi-org-9857 273 8 the the DT doi-org-9857 273 9 financial financial JJ doi-org-9857 273 10 nexus nexus NN doi-org-9857 273 11 between between IN doi-org-9857 273 12 college college NN doi-org-9857 273 13 choice choice NN doi-org-9857 273 14 and and CC doi-org-9857 273 15 persistence persistence NN doi-org-9857 273 16 . . . doi-org-9857 274 1 The the DT doi-org-9857 274 2 Journal Journal NNP doi-org-9857 274 3 of of IN doi-org-9857 274 4 Higher Higher NNP doi-org-9857 274 5 Education Education NNP doi-org-9857 274 6 , , , doi-org-9857 274 7 73(2 73(2 CD doi-org-9857 274 8 ) ) -RRB- doi-org-9857 274 9 , , , doi-org-9857 274 10 189–236 189–236 CD doi-org-9857 274 11 . . . doi-org-9857 275 1 Article Article NNP doi-org-9857 275 2     _SP doi-org-9857 275 3 Google Google NNP doi-org-9857 275 4 Scholar Scholar NNP doi-org-9857 275 5     _SP doi-org-9857 275 6 Pawlyshyn Pawlyshyn NNP doi-org-9857 275 7 , , , doi-org-9857 275 8 N. N. NNP doi-org-9857 275 9 , , , doi-org-9857 275 10 Braddlee Braddlee NNP doi-org-9857 275 11 , , , doi-org-9857 275 12 D. D. NNP doi-org-9857 275 13 , , , doi-org-9857 275 14 Casper Casper NNP doi-org-9857 275 15 , , , doi-org-9857 275 16 L. L. NNP doi-org-9857 275 17 , , , doi-org-9857 275 18 & & CC doi-org-9857 275 19 Miller Miller NNP doi-org-9857 275 20 , , , doi-org-9857 275 21 H. H. NNP doi-org-9857 275 22 ( ( -LRB- doi-org-9857 275 23 2013 2013 CD doi-org-9857 275 24 ) ) -RRB- doi-org-9857 275 25 . . . doi-org-9857 276 1 Adopting adopt VBG doi-org-9857 276 2 OER OER NNP doi-org-9857 276 3 : : : doi-org-9857 276 4 A a DT doi-org-9857 276 5 case case NN doi-org-9857 276 6 study study NN doi-org-9857 276 7 of of IN doi-org-9857 276 8 cross cross JJ doi-org-9857 276 9 - - JJ doi-org-9857 276 10 institutional institutional JJ doi-org-9857 276 11 collaboration collaboration NN doi-org-9857 276 12 and and CC doi-org-9857 276 13 innovation innovation NN doi-org-9857 276 14 . . . doi-org-9857 277 1 http://www.educause.edu/ero/article/adopting-oer-case-study-crossinstitutional-collaboration-and-innovation http://www.educause.edu/ero/article/adopting-oer-case-study-crossinstitutional-collaboration-and-innovation NNP doi-org-9857 277 2 Provasnik Provasnik NNP doi-org-9857 277 3 , , , doi-org-9857 277 4 S. S. NNP doi-org-9857 277 5 , , , doi-org-9857 277 6 & & CC doi-org-9857 277 7 Planty Planty NNP doi-org-9857 277 8 , , , doi-org-9857 277 9 M. M. NNP doi-org-9857 277 10 ( ( -LRB- doi-org-9857 277 11 2008 2008 CD doi-org-9857 277 12 ) ) -RRB- doi-org-9857 277 13 . . . doi-org-9857 278 1 Community community NN doi-org-9857 278 2 colleges college NNS doi-org-9857 278 3 : : : doi-org-9857 278 4 Special special JJ doi-org-9857 278 5 supplement supplement NN doi-org-9857 278 6 to to IN doi-org-9857 278 7 the the DT doi-org-9857 278 8 condition condition NN doi-org-9857 278 9 of of IN doi-org-9857 278 10 education education NN doi-org-9857 278 11 2008 2008 CD doi-org-9857 278 12 . . . doi-org-9857 279 1 Statistical Statistical NNP doi-org-9857 279 2 Analysis Analysis NNP doi-org-9857 279 3 Report Report NNP doi-org-9857 279 4 . . . doi-org-9857 280 1 NCES NCES NNP doi-org-9857 280 2 2008 2008 CD doi-org-9857 280 3 - - SYM doi-org-9857 280 4 033 033 CD doi-org-9857 280 5 . . . doi-org-9857 281 1 National National NNP doi-org-9857 281 2 Center Center NNP doi-org-9857 281 3 for for IN doi-org-9857 281 4 Education Education NNP doi-org-9857 281 5 Statistics Statistics NNPS doi-org-9857 281 6 . . . doi-org-9857 282 1 Riegle Riegle NNP doi-org-9857 282 2 - - HYPH doi-org-9857 282 3 Crumb Crumb NNP doi-org-9857 282 4 , , , doi-org-9857 282 5 C. C. NNP doi-org-9857 282 6 , , , doi-org-9857 282 7 & & CC doi-org-9857 282 8 King King NNP doi-org-9857 282 9 , , , doi-org-9857 282 10 B. B. NNP doi-org-9857 283 1 ( ( -LRB- doi-org-9857 283 2 2010 2010 CD doi-org-9857 283 3 ) ) -RRB- doi-org-9857 283 4 . . . doi-org-9857 284 1 Questioning question VBG doi-org-9857 284 2 a a DT doi-org-9857 284 3 white white JJ doi-org-9857 284 4 male male JJ doi-org-9857 284 5 advantage advantage NN doi-org-9857 284 6 in in IN doi-org-9857 284 7 STEM STEM NNP doi-org-9857 284 8 examining examine VBG doi-org-9857 284 9 disparities disparity NNS doi-org-9857 284 10 in in IN doi-org-9857 284 11 college college NN doi-org-9857 284 12 major major JJ doi-org-9857 284 13 by by IN doi-org-9857 284 14 gender gender NN doi-org-9857 284 15 and and CC doi-org-9857 284 16 race race NN doi-org-9857 284 17 / / SYM doi-org-9857 284 18 ethnicity ethnicity NN doi-org-9857 284 19 . . . doi-org-9857 285 1 Educational Educational NNP doi-org-9857 285 2 Researcher Researcher NNP doi-org-9857 285 3 , , , doi-org-9857 285 4 39(9 39(9 CD doi-org-9857 285 5 ) ) -RRB- doi-org-9857 285 6 , , , doi-org-9857 285 7 656–664 656–664 CD doi-org-9857 285 8 . . . doi-org-9857 286 1 Article Article NNP doi-org-9857 286 2     _SP doi-org-9857 286 3 Google Google NNP doi-org-9857 286 4 Scholar Scholar NNP doi-org-9857 286 5     _SP doi-org-9857 286 6 Robinson Robinson NNP doi-org-9857 286 7 , , , doi-org-9857 286 8 T. T. NNP doi-org-9857 286 9 J. J. NNP doi-org-9857 286 10 , , , doi-org-9857 286 11 Fischer Fischer NNP doi-org-9857 286 12 , , , doi-org-9857 286 13 L. L. NNP doi-org-9857 286 14 , , , doi-org-9857 286 15 Wiley Wiley NNP doi-org-9857 286 16 , , , doi-org-9857 286 17 D. D. NNP doi-org-9857 286 18 , , , doi-org-9857 286 19 & & CC doi-org-9857 286 20 Hilton Hilton NNP doi-org-9857 286 21 , , , doi-org-9857 286 22 J. J. NNP doi-org-9857 287 1 ( ( -LRB- doi-org-9857 287 2 2014 2014 CD doi-org-9857 287 3 ) ) -RRB- doi-org-9857 287 4 . . . doi-org-9857 288 1 The the DT doi-org-9857 288 2 impact impact NN doi-org-9857 288 3 of of IN doi-org-9857 288 4 open open JJ doi-org-9857 288 5 textbooks textbook NNS doi-org-9857 288 6 on on IN doi-org-9857 288 7 secondary secondary JJ doi-org-9857 288 8 science science NN doi-org-9857 288 9 learning learning NN doi-org-9857 288 10 outcomes outcome NNS doi-org-9857 288 11 . . . doi-org-9857 289 1 Educational Educational NNP doi-org-9857 289 2 Researcher Researcher NNP doi-org-9857 289 3 , , , doi-org-9857 289 4 43(7 43(7 CD doi-org-9857 289 5 ) ) -RRB- doi-org-9857 289 6 , , , doi-org-9857 289 7 341–351 341–351 CD doi-org-9857 289 8 . . . doi-org-9857 290 1 Article Article NNP doi-org-9857 290 2     _SP doi-org-9857 290 3 Google Google NNP doi-org-9857 290 4 Scholar Scholar NNP doi-org-9857 290 5     _SP doi-org-9857 290 6 Rockinson Rockinson NNP doi-org-9857 290 7 - - HYPH doi-org-9857 290 8 Szapkiw Szapkiw NNP doi-org-9857 290 9 , , , doi-org-9857 290 10 A. A. NNP doi-org-9857 290 11 J. J. NNP doi-org-9857 290 12 , , , doi-org-9857 290 13 Courduff Courduff NNP doi-org-9857 290 14 , , , doi-org-9857 290 15 J. J. NNP doi-org-9857 290 16 , , , doi-org-9857 290 17 Carter Carter NNP doi-org-9857 290 18 , , , doi-org-9857 290 19 K. K. NNP doi-org-9857 290 20 , , , doi-org-9857 290 21 & & CC doi-org-9857 290 22 Bennett Bennett NNP doi-org-9857 290 23 , , , doi-org-9857 290 24 D. D. NNP doi-org-9857 290 25 ( ( -LRB- doi-org-9857 290 26 2013 2013 CD doi-org-9857 290 27 ) ) -RRB- doi-org-9857 290 28 . . . doi-org-9857 291 1 Electronic electronic JJ doi-org-9857 291 2 versus versus IN doi-org-9857 291 3 traditional traditional JJ doi-org-9857 291 4 print print NN doi-org-9857 291 5 textbooks textbook NNS doi-org-9857 291 6 : : : doi-org-9857 291 7 A a DT doi-org-9857 291 8 comparison comparison NN doi-org-9857 291 9 study study NN doi-org-9857 291 10 on on IN doi-org-9857 291 11 the the DT doi-org-9857 291 12 influence influence NN doi-org-9857 291 13 of of IN doi-org-9857 291 14 university university NN doi-org-9857 291 15 students student NNS doi-org-9857 291 16 ’ ’ POS doi-org-9857 291 17 learning learning NN doi-org-9857 291 18 . . . doi-org-9857 292 1 Computers Computers NNP doi-org-9857 292 2 & & CC doi-org-9857 292 3 Education Education NNP doi-org-9857 292 4 , , , doi-org-9857 292 5 63 63 CD doi-org-9857 292 6 , , , doi-org-9857 292 7 259–266 259–266 CD doi-org-9857 292 8 . . . doi-org-9857 293 1 Article Article NNP doi-org-9857 293 2     _SP doi-org-9857 293 3 Google Google NNP doi-org-9857 293 4 Scholar Scholar NNP doi-org-9857 293 5     _SP doi-org-9857 293 6 Rosenbaum Rosenbaum NNP doi-org-9857 293 7 , , , doi-org-9857 293 8 P. P. NNP doi-org-9857 293 9 R. R. NNP doi-org-9857 293 10 , , , doi-org-9857 293 11 & & CC doi-org-9857 293 12 Rubin Rubin NNP doi-org-9857 293 13 , , , doi-org-9857 293 14 D. D. NNP doi-org-9857 293 15 B. B. NNP doi-org-9857 294 1 ( ( -LRB- doi-org-9857 294 2 1985 1985 CD doi-org-9857 294 3 ) ) -RRB- doi-org-9857 294 4 . . . doi-org-9857 295 1 Constructing construct VBG doi-org-9857 295 2 a a DT doi-org-9857 295 3 control control NN doi-org-9857 295 4 group group NN doi-org-9857 295 5 using use VBG doi-org-9857 295 6 multivariate multivariate NN doi-org-9857 295 7 matched match VBD doi-org-9857 295 8 sampling sampling NN doi-org-9857 295 9 methods method NNS doi-org-9857 295 10 that that WDT doi-org-9857 295 11 incorporate incorporate VBP doi-org-9857 295 12 the the DT doi-org-9857 295 13 propensity propensity NN doi-org-9857 295 14 score score NN doi-org-9857 295 15 . . . doi-org-9857 296 1 The the DT doi-org-9857 296 2 American American NNP doi-org-9857 296 3 Statistician Statistician NNP doi-org-9857 296 4 , , , doi-org-9857 296 5 39(1 39(1 CD doi-org-9857 296 6 ) ) -RRB- doi-org-9857 296 7 , , , doi-org-9857 296 8 33–38 33–38 CD doi-org-9857 296 9 . . . doi-org-9857 297 1 Google Google NNP doi-org-9857 297 2 Scholar Scholar NNP doi-org-9857 297 3     _SP doi-org-9857 297 4 Russell Russell NNP doi-org-9857 297 5 , , , doi-org-9857 297 6 T. T. NNP doi-org-9857 297 7 L. L. NNP doi-org-9857 297 8 ( ( -LRB- doi-org-9857 297 9 2015 2015 CD doi-org-9857 297 10 ) ) -RRB- doi-org-9857 297 11 . . . doi-org-9857 298 1 No no DT doi-org-9857 298 2 significant significant JJ doi-org-9857 298 3 difference difference NN doi-org-9857 298 4 . . . doi-org-9857 299 1 Retrieved retrieve VBN doi-org-9857 299 2 from from IN doi-org-9857 299 3 http://www.nosignificantdifference.org/ http://www.nosignificantdifference.org/ `` doi-org-9857 299 4 Stratton Stratton NNP doi-org-9857 299 5 , , , doi-org-9857 299 6 L. L. NNP doi-org-9857 299 7 S. S. NNP doi-org-9857 299 8 , , , doi-org-9857 299 9 O’Toole O’Toole NNP doi-org-9857 299 10 , , , doi-org-9857 299 11 D. D. NNP doi-org-9857 299 12 M. M. NNP doi-org-9857 299 13 , , , doi-org-9857 299 14 & & CC doi-org-9857 299 15 Wetzel Wetzel NNP doi-org-9857 299 16 , , , doi-org-9857 299 17 J. J. NNP doi-org-9857 299 18 N. N. NNP doi-org-9857 299 19 ( ( -LRB- doi-org-9857 299 20 2007 2007 CD doi-org-9857 299 21 ) ) -RRB- doi-org-9857 299 22 . . . doi-org-9857 300 1 Are be VBP doi-org-9857 300 2 the the DT doi-org-9857 300 3 factors factor NNS doi-org-9857 300 4 affecting affect VBG doi-org-9857 300 5 dropout dropout NN doi-org-9857 300 6 behavior behavior NN doi-org-9857 300 7 related relate VBN doi-org-9857 300 8 to to IN doi-org-9857 300 9 initial initial JJ doi-org-9857 300 10 enrollment enrollment NN doi-org-9857 300 11 intensity intensity NN doi-org-9857 300 12 for for IN doi-org-9857 300 13 college college NN doi-org-9857 300 14 undergraduates undergraduate NNS doi-org-9857 300 15 ? ? . doi-org-9857 301 1 Research research NN doi-org-9857 301 2 in in IN doi-org-9857 301 3 Higher Higher NNP doi-org-9857 301 4 Education Education NNP doi-org-9857 301 5 , , , doi-org-9857 301 6 48(4 48(4 CD doi-org-9857 301 7 ) ) -RRB- doi-org-9857 301 8 , , , doi-org-9857 301 9 453–485 453–485 CD doi-org-9857 301 10 . . . doi-org-9857 302 1 Article Article NNP doi-org-9857 302 2     _SP doi-org-9857 302 3 Google Google NNP doi-org-9857 302 4 Scholar Scholar NNP doi-org-9857 302 5     _SP doi-org-9857 302 6 Wiley Wiley NNP doi-org-9857 302 7 , , , doi-org-9857 302 8 D. D. NNP doi-org-9857 302 9 , , , doi-org-9857 302 10 Bliss Bliss NNP doi-org-9857 302 11 , , , doi-org-9857 302 12 T. T. NNP doi-org-9857 302 13 J. J. NNP doi-org-9857 302 14 , , , doi-org-9857 302 15 & & CC doi-org-9857 302 16 McEwen McEwen NNP doi-org-9857 302 17 , , , doi-org-9857 302 18 M. M. NNP doi-org-9857 302 19 ( ( -LRB- doi-org-9857 302 20 2014 2014 CD doi-org-9857 302 21 ) ) -RRB- doi-org-9857 302 22 . . . doi-org-9857 303 1 Open open VB doi-org-9857 303 2 educational educational JJ doi-org-9857 303 3 resources resource NNS doi-org-9857 303 4 : : : doi-org-9857 303 5 A a DT doi-org-9857 303 6 review review NN doi-org-9857 303 7 of of IN doi-org-9857 303 8 the the DT doi-org-9857 303 9 literature literature NN doi-org-9857 303 10 . . . doi-org-9857 304 1 In in IN doi-org-9857 304 2 Handbook Handbook NNP doi-org-9857 304 3 of of IN doi-org-9857 304 4 research research NN doi-org-9857 304 5 on on IN doi-org-9857 304 6 educational educational JJ doi-org-9857 304 7 communications communication NNS doi-org-9857 304 8 and and CC doi-org-9857 304 9 technology technology NN doi-org-9857 304 10 ( ( -LRB- doi-org-9857 304 11 pp pp NNP doi-org-9857 304 12 . . . doi-org-9857 305 1 781–789 781–789 CD doi-org-9857 305 2 ) ) -RRB- doi-org-9857 305 3 . . . doi-org-9857 306 1 New New NNP doi-org-9857 306 2 York York NNP doi-org-9857 306 3 : : : doi-org-9857 306 4 Springer Springer NNP doi-org-9857 306 5 . . . doi-org-9857 307 1 Wiley Wiley NNP doi-org-9857 307 2 , , , doi-org-9857 307 3 D. D. NNP doi-org-9857 307 4 , , , doi-org-9857 307 5 Hilton Hilton NNP doi-org-9857 307 6 , , , doi-org-9857 307 7 J. J. NNP doi-org-9857 307 8 , , , doi-org-9857 307 9 Fischer Fischer NNP doi-org-9857 307 10 , , , doi-org-9857 307 11 L. L. NNP doi-org-9857 307 12 , , , doi-org-9857 307 13 & & CC doi-org-9857 307 14 Puente Puente NNP doi-org-9857 307 15 , , , doi-org-9857 307 16 B. B. NNP doi-org-9857 308 1 ( ( -LRB- doi-org-9857 308 2 2015 2015 CD doi-org-9857 308 3 ) ) -RRB- doi-org-9857 308 4 . . . doi-org-9857 309 1 Mad mad JJ doi-org-9857 309 2 , , , doi-org-9857 309 3 glad glad JJ doi-org-9857 309 4 , , , doi-org-9857 309 5 sad sad JJ doi-org-9857 309 6 , , , doi-org-9857 309 7 rad rad NN doi-org-9857 309 8 : : : doi-org-9857 309 9 A a DT doi-org-9857 309 10 framework framework NN doi-org-9857 309 11 of of IN doi-org-9857 309 12 evaluating evaluate VBG doi-org-9857 309 13 the the DT doi-org-9857 309 14 academic academic JJ doi-org-9857 309 15 return return NN doi-org-9857 309 16 on on IN doi-org-9857 309 17 investment investment NN doi-org-9857 309 18 in in IN doi-org-9857 309 19 textbooks textbook NNS doi-org-9857 309 20 and and CC doi-org-9857 309 21 other other JJ doi-org-9857 309 22 educational educational JJ doi-org-9857 309 23 materials material NNS doi-org-9857 309 24 . . . doi-org-9857 310 1 Manuscript manuscript NN doi-org-9857 310 2 submitted submit VBN doi-org-9857 310 3 for for IN doi-org-9857 310 4 publication publication NN doi-org-9857 310 5 Download Download NNP doi-org-9857 310 6 references reference VBZ doi-org-9857 310 7 Acknowledgments acknowledgment NNS doi-org-9857 310 8 This this DT doi-org-9857 310 9 research research NN doi-org-9857 310 10 was be VBD doi-org-9857 310 11 funded fund VBN doi-org-9857 310 12 by by IN doi-org-9857 310 13 a a DT doi-org-9857 310 14 Grant Grant NNP doi-org-9857 310 15 from from IN doi-org-9857 310 16 the the DT doi-org-9857 310 17 Bill Bill NNP doi-org-9857 310 18 and and CC doi-org-9857 310 19 Melinda Melinda NNP doi-org-9857 310 20 Gates Gates NNP doi-org-9857 310 21 Foundation Foundation NNP doi-org-9857 310 22 # # NNP doi-org-9857 310 23 OPP1063523 OPP1063523 NNP doi-org-9857 310 24 . . . doi-org-9857 311 1 The the DT doi-org-9857 311 2 Gates Gates NNP doi-org-9857 311 3 Foundation Foundation NNP doi-org-9857 311 4 funded fund VBD doi-org-9857 311 5 this this DT doi-org-9857 311 6 independently independently RB doi-org-9857 311 7 conducted conduct VBN doi-org-9857 311 8 research research NN doi-org-9857 311 9 without without IN doi-org-9857 311 10 influence influence NN doi-org-9857 311 11 over over IN doi-org-9857 311 12 the the DT doi-org-9857 311 13 design design NN doi-org-9857 311 14 , , , doi-org-9857 311 15 data datum NNS doi-org-9857 311 16 collection collection NN doi-org-9857 311 17 , , , doi-org-9857 311 18 analysis analysis NN doi-org-9857 311 19 or or CC doi-org-9857 311 20 interpretation interpretation NN doi-org-9857 311 21 of of IN doi-org-9857 311 22 the the DT doi-org-9857 311 23 results result NNS doi-org-9857 311 24 . . . doi-org-9857 312 1 Author author NN doi-org-9857 312 2 information information NN doi-org-9857 312 3 Affiliations Affiliations NNP doi-org-9857 312 4 Brigham Brigham NNP doi-org-9857 312 5 Young Young NNP doi-org-9857 312 6 University University NNP doi-org-9857 312 7 , , , doi-org-9857 312 8 340-E 340-E NNP doi-org-9857 312 9 MCKB MCKB NNP doi-org-9857 312 10 , , , doi-org-9857 312 11 Provo Provo NNP doi-org-9857 312 12 , , , doi-org-9857 312 13 UT UT NNP doi-org-9857 312 14 , , , doi-org-9857 312 15 84602 84602 CD doi-org-9857 312 16 , , , doi-org-9857 312 17 USA USA NNP doi-org-9857 312 18 Lane Lane NNP doi-org-9857 312 19 Fischer Fischer NNP doi-org-9857 312 20   _SP doi-org-9857 312 21 & & CC doi-org-9857 312 22   _SP doi-org-9857 312 23 John John NNP doi-org-9857 312 24 Hilton Hilton NNP doi-org-9857 312 25 III III NNP doi-org-9857 312 26 Michigan Michigan NNP doi-org-9857 312 27 State State NNP doi-org-9857 312 28 Department Department NNP doi-org-9857 312 29 of of IN doi-org-9857 312 30 Education Education NNP doi-org-9857 312 31 , , , doi-org-9857 312 32 Lansing Lansing NNP doi-org-9857 312 33 , , , doi-org-9857 312 34 MI MI NNP doi-org-9857 312 35 , , , doi-org-9857 312 36 USA USA NNP doi-org-9857 312 37 T. T. NNP doi-org-9857 312 38 Jared Jared NNP doi-org-9857 312 39 Robinson Robinson NNP doi-org-9857 312 40 Lumen Lumen NNP doi-org-9857 312 41 Learning Learning NNP doi-org-9857 312 42 , , , doi-org-9857 312 43 Portland Portland NNP doi-org-9857 312 44 , , , doi-org-9857 312 45 OR or CC doi-org-9857 312 46 , , , doi-org-9857 312 47 USA USA NNP doi-org-9857 312 48 David David NNP doi-org-9857 312 49 A. A. NNP doi-org-9857 312 50 Wiley Wiley NNP doi-org-9857 312 51 Authors Authors NNPS doi-org-9857 312 52 Lane Lane NNP doi-org-9857 312 53 FischerView FischerView NNP doi-org-9857 312 54 author author NN doi-org-9857 312 55 publications publication NNS doi-org-9857 312 56 You -PRON- PRP doi-org-9857 312 57 can can MD doi-org-9857 312 58 also also RB doi-org-9857 312 59 search search VB doi-org-9857 312 60 for for IN doi-org-9857 312 61 this this DT doi-org-9857 312 62 author author NN doi-org-9857 312 63 in in IN doi-org-9857 312 64 PubMed PubMed NNP doi-org-9857 312 65   _SP doi-org-9857 312 66 Google Google NNP doi-org-9857 312 67 Scholar Scholar NNP doi-org-9857 312 68 John John NNP doi-org-9857 312 69 Hilton Hilton NNP doi-org-9857 312 70 IIIView iiiview NN doi-org-9857 312 71 author author NN doi-org-9857 312 72 publications publication NNS doi-org-9857 312 73 You -PRON- PRP doi-org-9857 312 74 can can MD doi-org-9857 312 75 also also RB doi-org-9857 312 76 search search VB doi-org-9857 312 77 for for IN doi-org-9857 312 78 this this DT doi-org-9857 312 79 author author NN doi-org-9857 312 80 in in IN doi-org-9857 312 81 PubMed PubMed NNP doi-org-9857 312 82   _SP doi-org-9857 312 83 Google Google NNP doi-org-9857 312 84 Scholar Scholar NNP doi-org-9857 312 85 T. T. NNP doi-org-9857 312 86 Jared Jared NNP doi-org-9857 312 87 RobinsonView RobinsonView NNP doi-org-9857 312 88 author author NN doi-org-9857 312 89 publications publication NNS doi-org-9857 312 90 You -PRON- PRP doi-org-9857 312 91 can can MD doi-org-9857 312 92 also also RB doi-org-9857 312 93 search search VB doi-org-9857 312 94 for for IN doi-org-9857 312 95 this this DT doi-org-9857 312 96 author author NN doi-org-9857 312 97 in in IN doi-org-9857 312 98 PubMed PubMed NNP doi-org-9857 312 99   _SP doi-org-9857 312 100 Google Google NNP doi-org-9857 312 101 Scholar Scholar NNP doi-org-9857 312 102 David David NNP doi-org-9857 312 103 A. A. NNP doi-org-9857 312 104 WileyView WileyView NNP doi-org-9857 312 105 author author NN doi-org-9857 312 106 publications publication NNS doi-org-9857 312 107 You -PRON- PRP doi-org-9857 312 108 can can MD doi-org-9857 312 109 also also RB doi-org-9857 312 110 search search VB doi-org-9857 312 111 for for IN doi-org-9857 312 112 this this DT doi-org-9857 312 113 author author NN doi-org-9857 312 114 in in IN doi-org-9857 312 115 PubMed PubMed NNP doi-org-9857 312 116   _SP doi-org-9857 312 117 Google Google NNP doi-org-9857 312 118 Scholar Scholar NNP doi-org-9857 312 119 Corresponding Corresponding NNP doi-org-9857 312 120 author author NN doi-org-9857 312 121 Correspondence Correspondence NNP doi-org-9857 312 122 to to IN doi-org-9857 312 123 Lane Lane NNP doi-org-9857 312 124 Fischer Fischer NNP doi-org-9857 312 125 . . . doi-org-9857 313 1 Ethics Ethics NNP doi-org-9857 313 2 declarations declaration VBZ doi-org-9857 313 3 Conflict conflict NN doi-org-9857 313 4 of of IN doi-org-9857 313 5 interest interest NN doi-org-9857 313 6 The the DT doi-org-9857 313 7 authors author NNS doi-org-9857 313 8 have have VBP doi-org-9857 313 9 no no DT doi-org-9857 313 10 conflict conflict NN doi-org-9857 313 11 of of IN doi-org-9857 313 12 interest interest NN doi-org-9857 313 13 in in IN doi-org-9857 313 14 the the DT doi-org-9857 313 15 execution execution NN doi-org-9857 313 16 or or CC doi-org-9857 313 17 outcomes outcome NNS doi-org-9857 313 18 of of IN doi-org-9857 313 19 this this DT doi-org-9857 313 20 study study NN doi-org-9857 313 21 . . . doi-org-9857 314 1 Rights right NNS doi-org-9857 314 2 and and CC doi-org-9857 314 3 permissions permission NNS doi-org-9857 314 4 This this DT doi-org-9857 314 5 article article NN doi-org-9857 314 6 is be VBZ doi-org-9857 314 7 published publish VBN doi-org-9857 314 8 under under IN doi-org-9857 314 9 an an DT doi-org-9857 314 10 open open JJ doi-org-9857 314 11 access access NN doi-org-9857 314 12 license license NN doi-org-9857 314 13 . . . doi-org-9857 315 1 Please please UH doi-org-9857 315 2 check check VB doi-org-9857 315 3 the the DT doi-org-9857 315 4 ' ' `` doi-org-9857 315 5 Copyright Copyright NNP doi-org-9857 315 6 Information Information NNP doi-org-9857 315 7 ' ' '' doi-org-9857 315 8 section section NN doi-org-9857 315 9 for for IN doi-org-9857 315 10 details detail NNS doi-org-9857 315 11 of of IN doi-org-9857 315 12 this this DT doi-org-9857 315 13 license license NN doi-org-9857 315 14 and and CC doi-org-9857 315 15 what what WP doi-org-9857 315 16 re re NN doi-org-9857 315 17 - - NN doi-org-9857 315 18 use use NN doi-org-9857 315 19 is be VBZ doi-org-9857 315 20 permitted permit VBN doi-org-9857 315 21 . . . doi-org-9857 316 1 If if IN doi-org-9857 316 2 your -PRON- PRP$ doi-org-9857 316 3 intended intend VBN doi-org-9857 316 4 use use NN doi-org-9857 316 5 exceeds exceed VBZ doi-org-9857 316 6 what what WP doi-org-9857 316 7 is be VBZ doi-org-9857 316 8 permitted permit VBN doi-org-9857 316 9 by by IN doi-org-9857 316 10 the the DT doi-org-9857 316 11 license license NN doi-org-9857 316 12 or or CC doi-org-9857 316 13 if if IN doi-org-9857 316 14 you -PRON- PRP doi-org-9857 316 15 are be VBP doi-org-9857 316 16 unable unable JJ doi-org-9857 316 17 to to TO doi-org-9857 316 18 locate locate VB doi-org-9857 316 19 the the DT doi-org-9857 316 20 licence licence NN doi-org-9857 316 21 and and CC doi-org-9857 316 22 re re NN doi-org-9857 316 23 - - VB doi-org-9857 316 24 use use VB doi-org-9857 316 25 information information NN doi-org-9857 316 26 , , , doi-org-9857 316 27 please please UH doi-org-9857 316 28 contact contact VB doi-org-9857 316 29 the the DT doi-org-9857 316 30 Rights Rights NNPS doi-org-9857 316 31 and and CC doi-org-9857 316 32 Permissions Permissions NNPS doi-org-9857 316 33 team team NN doi-org-9857 316 34 . . . doi-org-9857 317 1 About about RB doi-org-9857 317 2 this this DT doi-org-9857 317 3 article article NN doi-org-9857 317 4 Cite cite VB doi-org-9857 317 5 this this DT doi-org-9857 317 6 article article NN doi-org-9857 317 7 Fischer Fischer NNP doi-org-9857 317 8 , , , doi-org-9857 317 9 L. L. NNP doi-org-9857 317 10 , , , doi-org-9857 317 11 Hilton Hilton NNP doi-org-9857 317 12 , , , doi-org-9857 317 13 J. J. NNP doi-org-9857 317 14 , , , doi-org-9857 317 15 Robinson Robinson NNP doi-org-9857 317 16 , , , doi-org-9857 317 17 T.J. T.J. NNP doi-org-9857 317 18 et et NNP doi-org-9857 317 19 al al NNP doi-org-9857 317 20 . . . doi-org-9857 318 1 A a DT doi-org-9857 318 2 multi multi JJ doi-org-9857 318 3 - - JJ doi-org-9857 318 4 institutional institutional JJ doi-org-9857 318 5 study study NN doi-org-9857 318 6 of of IN doi-org-9857 318 7 the the DT doi-org-9857 318 8 impact impact NN doi-org-9857 318 9 of of IN doi-org-9857 318 10 open open JJ doi-org-9857 318 11 textbook textbook NN doi-org-9857 318 12 adoption adoption NN doi-org-9857 318 13 on on IN doi-org-9857 318 14 the the DT doi-org-9857 318 15 learning learn VBG doi-org-9857 318 16 outcomes outcome NNS doi-org-9857 318 17 of of IN doi-org-9857 318 18 post post JJ doi-org-9857 318 19 - - JJ doi-org-9857 318 20 secondary secondary JJ doi-org-9857 318 21 students student NNS doi-org-9857 318 22 . . . doi-org-9857 319 1 J J NNP doi-org-9857 319 2 Comput Comput NNP doi-org-9857 319 3 High High NNP doi-org-9857 319 4 Educ Educ NNP doi-org-9857 319 5 27 27 CD doi-org-9857 319 6 , , , doi-org-9857 319 7 159–172 159–172 CD doi-org-9857 319 8 ( ( -LRB- doi-org-9857 319 9 2015 2015 CD doi-org-9857 319 10 ) ) -RRB- doi-org-9857 319 11 . . . doi-org-9857 320 1 https://doi.org/10.1007/s12528-015-9101-x https://doi.org/10.1007/s12528-015-9101-x NNP doi-org-9857 320 2 Download Download NNP doi-org-9857 320 3 citation citation NN doi-org-9857 320 4 Published publish VBN doi-org-9857 320 5 : : : doi-org-9857 320 6 22 22 CD doi-org-9857 320 7 September September NNP doi-org-9857 320 8 2015 2015 CD doi-org-9857 320 9 Issue issue NN doi-org-9857 320 10 Date date NN doi-org-9857 320 11 : : : doi-org-9857 320 12 December December NNP doi-org-9857 320 13 2015 2015 CD doi-org-9857 320 14 DOI DOI NNP doi-org-9857 320 15 : : : doi-org-9857 320 16 https://doi.org/10.1007/s12528-015-9101-x https://doi.org/10.1007/s12528-015-9101-x NNP doi-org-9857 320 17 Keywords Keywords NNPS doi-org-9857 320 18 Open open VBP doi-org-9857 320 19 educational educational JJ doi-org-9857 320 20 resources resource NNS doi-org-9857 320 21 Improving improve VBG doi-org-9857 320 22 classroom classroom NN doi-org-9857 320 23 teaching teach VBG doi-org-9857 320 24 Media medium NNS doi-org-9857 320 25 in in IN doi-org-9857 320 26 education education NN doi-org-9857 320 27 Pedagogical Pedagogical NNP doi-org-9857 320 28 issues issue NNS doi-org-9857 320 29 Post post JJ doi-org-9857 320 30 - - JJ doi-org-9857 320 31 secondary secondary JJ doi-org-9857 320 32 education education NN doi-org-9857 320 33 Download Download NNP doi-org-9857 320 34 PDF PDF NNP doi-org-9857 320 35 Advertisement Advertisement NNP doi-org-9857 320 36 Over over IN doi-org-9857 320 37 10 10 CD doi-org-9857 320 38 million million CD doi-org-9857 320 39 scientific scientific JJ doi-org-9857 320 40 documents document NNS doi-org-9857 320 41 at at IN doi-org-9857 320 42 your -PRON- PRP$ doi-org-9857 320 43 fingertips fingertip NNS doi-org-9857 320 44 Switch Switch NNP doi-org-9857 320 45 Edition Edition NNP doi-org-9857 320 46 Academic Academic NNP doi-org-9857 320 47 Edition Edition NNP doi-org-9857 320 48 Corporate Corporate NNP doi-org-9857 320 49 Edition Edition NNP doi-org-9857 320 50 Home Home NNP doi-org-9857 320 51 Impressum Impressum NNP doi-org-9857 320 52 Legal Legal NNP doi-org-9857 320 53 information information NN doi-org-9857 320 54 Privacy Privacy NNP doi-org-9857 320 55 statement statement NN doi-org-9857 320 56 California California NNP doi-org-9857 320 57 Privacy Privacy NNP doi-org-9857 320 58 Statement Statement NNP doi-org-9857 320 59 How how WRB doi-org-9857 320 60 we -PRON- PRP doi-org-9857 320 61 use use VBP doi-org-9857 320 62 cookies cookie NNS doi-org-9857 320 63 Manage manage VBP doi-org-9857 320 64 cookies cookie NNS doi-org-9857 320 65 / / SYM doi-org-9857 320 66 Do do VBP doi-org-9857 320 67 not not RB doi-org-9857 320 68 sell sell VB doi-org-9857 320 69 my -PRON- PRP$ doi-org-9857 320 70 data datum NNS doi-org-9857 320 71 Accessibility Accessibility NNP doi-org-9857 320 72 Contact Contact NNP doi-org-9857 320 73 us -PRON- PRP doi-org-9857 320 74 Not not RB doi-org-9857 320 75 logged log VBN doi-org-9857 320 76 in in IN doi-org-9857 320 77 - - HYPH doi-org-9857 320 78 40.76.139.33 40.76.139.33 CD doi-org-9857 320 79 Not not RB doi-org-9857 320 80 affiliated affiliate VBN doi-org-9857 320 81 Springer Springer NNP doi-org-9857 320 82 Nature Nature NNP doi-org-9857 320 83 © © NNP doi-org-9857 320 84 2020 2020 CD doi-org-9857 320 85 Springer Springer NNP doi-org-9857 320 86 Nature Nature NNP doi-org-9857 320 87 Switzerland Switzerland NNP doi-org-9857 320 88 AG AG NNP doi-org-9857 320 89 . . . doi-org-9857 321 1 Part part NN doi-org-9857 321 2 of of IN doi-org-9857 321 3 Springer Springer NNP doi-org-9857 321 4 Nature Nature NNP doi-org-9857 321 5 . . .