id sid tid token lemma pos x059c53710k 1 1 mediation mediation NOUN x059c53710k 1 2 analysis analysis NOUN x059c53710k 1 3 investigates investigate VERB x059c53710k 1 4 how how SCONJ x059c53710k 1 5 certain certain ADJ x059c53710k 1 6 variables variable NOUN x059c53710k 1 7 mediate mediate VERB x059c53710k 1 8 the the DET x059c53710k 1 9 effect effect NOUN x059c53710k 1 10 of of ADP x059c53710k 1 11 predictors predictor NOUN x059c53710k 1 12 on on ADP x059c53710k 1 13 outcome outcome NOUN x059c53710k 1 14 variables variable NOUN x059c53710k 1 15 . . PUNCT x059c53710k 2 1 existing exist VERB x059c53710k 2 2 studies study NOUN x059c53710k 2 3 of of ADP x059c53710k 2 4 mediation mediation NOUN x059c53710k 2 5 have have AUX x059c53710k 2 6 been be AUX x059c53710k 2 7 limited limit VERB x059c53710k 2 8 to to ADP x059c53710k 2 9 normal normal ADJ x059c53710k 2 10 theory theory NOUN x059c53710k 2 11 maximum maximum ADJ x059c53710k 2 12 likelihood likelihood NOUN x059c53710k 2 13 ( ( PUNCT x059c53710k 2 14 ml ml PROPN x059c53710k 2 15 ) ) PUNCT x059c53710k 2 16 or or CCONJ x059c53710k 2 17 least least ADJ x059c53710k 2 18 squares square NOUN x059c53710k 2 19 with with ADP x059c53710k 2 20 normally normally ADV x059c53710k 2 21 distributed distribute VERB x059c53710k 2 22 data datum NOUN x059c53710k 2 23 . . PUNCT x059c53710k 3 1 because because SCONJ x059c53710k 3 2 real real ADJ x059c53710k 3 3 data datum NOUN x059c53710k 3 4 in in ADP x059c53710k 3 5 psychology psychology NOUN x059c53710k 3 6 are be AUX x059c53710k 3 7 seldom seldom ADV x059c53710k 3 8 normally normally ADV x059c53710k 3 9 distributed distribute VERB x059c53710k 3 10 , , PUNCT x059c53710k 3 11 classic classic ADJ x059c53710k 3 12 methods method NOUN x059c53710k 3 13 often often ADV x059c53710k 3 14 lead lead VERB x059c53710k 3 15 to to ADP x059c53710k 3 16 biased biased ADJ x059c53710k 3 17 or or CCONJ x059c53710k 3 18 inefficient inefficient ADJ x059c53710k 3 19 parameter parameter NOUN x059c53710k 3 20 estimates estimate NOUN x059c53710k 3 21 , , PUNCT x059c53710k 3 22 which which PRON x059c53710k 3 23 make make VERB x059c53710k 3 24 the the DET x059c53710k 3 25 result result NOUN x059c53710k 3 26 of of ADP x059c53710k 3 27 mediation mediation NOUN x059c53710k 3 28 analysis analysis NOUN x059c53710k 3 29 misleading misleading ADJ x059c53710k 3 30 . . PUNCT x059c53710k 4 1 to to PART x059c53710k 4 2 circumvent circumvent VERB x059c53710k 4 3 these these DET x059c53710k 4 4 problems problem NOUN x059c53710k 4 5 , , PUNCT x059c53710k 4 6 this this DET x059c53710k 4 7 dissertation dissertation NOUN x059c53710k 4 8 proposes propose VERB x059c53710k 4 9 to to PART x059c53710k 4 10 utilize utilize VERB x059c53710k 4 11 robust robust ADJ x059c53710k 4 12 methods method NOUN x059c53710k 4 13 for for ADP x059c53710k 4 14 parameter parameter NOUN x059c53710k 4 15 estimation estimation NOUN x059c53710k 4 16 , , PUNCT x059c53710k 4 17 and and CCONJ x059c53710k 4 18 then then ADV x059c53710k 4 19 to to PART x059c53710k 4 20 evaluate evaluate VERB x059c53710k 4 21 the the DET x059c53710k 4 22 mediated mediate VERB x059c53710k 4 23 effect effect NOUN x059c53710k 4 24 based base VERB x059c53710k 4 25 on on ADP x059c53710k 4 26 robust robust ADJ x059c53710k 4 27 estimates estimate NOUN x059c53710k 4 28 . . PUNCT x059c53710k 5 1 theoretical theoretical ADJ x059c53710k 5 2 details detail NOUN x059c53710k 5 3 of of ADP x059c53710k 5 4 robust robust ADJ x059c53710k 5 5 procedures procedure NOUN x059c53710k 5 6 for for ADP x059c53710k 5 7 mediation mediation NOUN x059c53710k 5 8 analysis analysis NOUN x059c53710k 5 9 are be AUX x059c53710k 5 10 provided provide VERB x059c53710k 5 11 . . PUNCT x059c53710k 6 1 their their PRON x059c53710k 6 2 properties property NOUN x059c53710k 6 3 are be AUX x059c53710k 6 4 investigated investigate VERB x059c53710k 6 5 via via ADP x059c53710k 6 6 simulation simulation NOUN x059c53710k 6 7 studies study NOUN x059c53710k 6 8 , , PUNCT x059c53710k 6 9 and and CCONJ x059c53710k 6 10 results result NOUN x059c53710k 6 11 suggest suggest VERB x059c53710k 6 12 that that SCONJ x059c53710k 6 13 ( ( PUNCT x059c53710k 6 14 a a X x059c53710k 6 15 ) ) PUNCT x059c53710k 6 16 the the DET x059c53710k 6 17 most most ADV x059c53710k 6 18 commonly commonly ADV x059c53710k 6 19 used use VERB x059c53710k 6 20 sobel sobel PROPN x059c53710k 6 21 z z PROPN x059c53710k 6 22 method method NOUN x059c53710k 6 23 relying rely VERB x059c53710k 6 24 on on ADP x059c53710k 6 25 ml ml PROPN x059c53710k 6 26 point point NOUN x059c53710k 6 27 and and CCONJ x059c53710k 6 28 information information NOUN x059c53710k 6 29 - - PUNCT x059c53710k 6 30 based base VERB x059c53710k 6 31 standard standard ADJ x059c53710k 6 32 error error NOUN x059c53710k 6 33 ( ( PUNCT x059c53710k 6 34 se se X x059c53710k 6 35 ) ) PUNCT x059c53710k 6 36 estimates estimate NOUN x059c53710k 6 37 has have VERB x059c53710k 6 38 the the DET x059c53710k 6 39 worst bad ADJ x059c53710k 6 40 overall overall ADJ x059c53710k 6 41 performance performance NOUN x059c53710k 6 42 ; ; PUNCT x059c53710k 6 43 ( ( PUNCT x059c53710k 6 44 b b X x059c53710k 6 45 ) ) PUNCT x059c53710k 6 46 the the DET x059c53710k 6 47 distribution distribution NOUN x059c53710k 6 48 of of ADP x059c53710k 6 49 the the DET x059c53710k 6 50 product product NOUN x059c53710k 6 51 confidence confidence NOUN x059c53710k 6 52 interval interval NOUN x059c53710k 6 53 based base VERB x059c53710k 6 54 on on ADP x059c53710k 6 55 robust robust ADJ x059c53710k 6 56 point point NOUN x059c53710k 6 57 and and CCONJ x059c53710k 6 58 sandwich sandwich NOUN x059c53710k 6 59 - - PUNCT x059c53710k 6 60 type type NOUN x059c53710k 6 61 se se X x059c53710k 6 62 estimates estimate NOUN x059c53710k 6 63 has have VERB x059c53710k 6 64 the the DET x059c53710k 6 65 best good ADJ x059c53710k 6 66 overall overall ADJ x059c53710k 6 67 performance performance NOUN x059c53710k 6 68 . . PUNCT x059c53710k 7 1 applications application NOUN x059c53710k 7 2 of of ADP x059c53710k 7 3 robust robust ADJ x059c53710k 7 4 procedures procedure NOUN x059c53710k 7 5 are be AUX x059c53710k 7 6 illustrated illustrate VERB x059c53710k 7 7 using use VERB x059c53710k 7 8 real real ADJ x059c53710k 7 9 data data NOUN x059c53710k 7 10 examples example NOUN x059c53710k 7 11 , , PUNCT x059c53710k 7 12 which which PRON x059c53710k 7 13 show show VERB x059c53710k 7 14 that that SCONJ x059c53710k 7 15 robust robust ADJ x059c53710k 7 16 procedures procedure NOUN x059c53710k 7 17 provide provide VERB x059c53710k 7 18 more more ADV x059c53710k 7 19 reliable reliable ADJ x059c53710k 7 20 results result NOUN x059c53710k 7 21 . . PUNCT