id sid tid token lemma pos 6h440r98720 1 1 traditional traditional ADJ 6h440r98720 1 2 mediation mediation NOUN 6h440r98720 1 3 models model NOUN 6h440r98720 1 4 may may AUX 6h440r98720 1 5 either either CCONJ 6h440r98720 1 6 overlook overlook VERB 6h440r98720 1 7 the the DET 6h440r98720 1 8 multilevel multilevel ADJ 6h440r98720 1 9 structure structure NOUN 6h440r98720 1 10 of of ADP 6h440r98720 1 11 the the DET 6h440r98720 1 12 data datum NOUN 6h440r98720 1 13 set set VERB 6h440r98720 1 14 , , PUNCT 6h440r98720 1 15 or or CCONJ 6h440r98720 1 16 the the DET 6h440r98720 1 17 temporal temporal ADJ 6h440r98720 1 18 sequence sequence NOUN 6h440r98720 1 19 of of ADP 6h440r98720 1 20 x x NOUN 6h440r98720 1 21 , , PUNCT 6h440r98720 1 22 m m INTJ 6h440r98720 1 23 , , PUNCT 6h440r98720 1 24 and and CCONJ 6h440r98720 1 25 y y NOUN 6h440r98720 1 26 for for ADP 6h440r98720 1 27 causation causation NOUN 6h440r98720 1 28 to to PART 6h440r98720 1 29 take take VERB 6h440r98720 1 30 place place NOUN 6h440r98720 1 31 . . PUNCT 6h440r98720 2 1 in in ADP 6h440r98720 2 2 the the DET 6h440r98720 2 3 dissertation dissertation NOUN 6h440r98720 2 4 , , PUNCT 6h440r98720 2 5 extending extend VERB 6h440r98720 2 6 from from ADP 6h440r98720 2 7 the the DET 6h440r98720 2 8 cross cross ADJ 6h440r98720 2 9 - - ADJ 6h440r98720 2 10 lagged lag VERB 6h440r98720 2 11 panel panel NOUN 6h440r98720 2 12 models model NOUN 6h440r98720 2 13 ( ( PUNCT 6h440r98720 2 14 clpms clpms X 6h440r98720 2 15 ) ) PUNCT 6h440r98720 2 16 in in ADP 6h440r98720 2 17 maxwell maxwell PROPN 6h440r98720 2 18 et et PROPN 6h440r98720 2 19 al al PROPN 6h440r98720 2 20 . . PUNCT 6h440r98720 3 1 [ [ X 6h440r98720 3 2 2011 2011 NUM 6h440r98720 3 3 ] ] PUNCT 6h440r98720 3 4 , , PUNCT 6h440r98720 3 5 i i PRON 6h440r98720 3 6 proposed propose VERB 6h440r98720 3 7 the the DET 6h440r98720 3 8 multilevel multilevel ADJ 6h440r98720 3 9 autoregressive autoregressive ADJ 6h440r98720 3 10 mediation mediation NOUN 6h440r98720 3 11 models model NOUN 6h440r98720 3 12 ( ( PUNCT 6h440r98720 3 13 mamms mamms ADJ 6h440r98720 3 14 ) ) PUNCT 6h440r98720 3 15 by by ADP 6h440r98720 3 16 allowing allow VERB 6h440r98720 3 17 all all DET 6h440r98720 3 18 the the DET 6h440r98720 3 19 coefficients coefficient NOUN 6h440r98720 3 20 to to PART 6h440r98720 3 21 be be AUX 6h440r98720 3 22 random random ADJ 6h440r98720 3 23 across across ADP 6h440r98720 3 24 individuals individual NOUN 6h440r98720 3 25 . . PUNCT 6h440r98720 4 1 in in ADP 6h440r98720 4 2 addition addition NOUN 6h440r98720 4 3 , , PUNCT 6h440r98720 4 4 level-2 level-2 NOUN 6h440r98720 4 5 covariates covariate NOUN 6h440r98720 4 6 can can AUX 6h440r98720 4 7 be be AUX 6h440r98720 4 8 included include VERB 6h440r98720 4 9 to to PART 6h440r98720 4 10 partly partly ADV 6h440r98720 4 11 explain explain VERB 6h440r98720 4 12 the the DET 6h440r98720 4 13 inter inter ADJ 6h440r98720 4 14 - - ADJ 6h440r98720 4 15 individual individual ADJ 6h440r98720 4 16 differences difference NOUN 6h440r98720 4 17 of of ADP 6h440r98720 4 18 mediation mediation NOUN 6h440r98720 4 19 effects effect NOUN 6h440r98720 4 20 . . PUNCT 6h440r98720 5 1 given give VERB 6h440r98720 5 2 the the DET 6h440r98720 5 3 complexity complexity NOUN 6h440r98720 5 4 of of ADP 6h440r98720 5 5 the the DET 6h440r98720 5 6 model model NOUN 6h440r98720 5 7 structure structure NOUN 6h440r98720 5 8 , , PUNCT 6h440r98720 5 9 bayesian bayesian ADJ 6h440r98720 5 10 estimation estimation NOUN 6h440r98720 5 11 was be AUX 6h440r98720 5 12 used use VERB 6h440r98720 5 13 . . PUNCT 6h440r98720 6 1 to to PART 6h440r98720 6 2 illustrate illustrate VERB 6h440r98720 6 3 the the DET 6h440r98720 6 4 estimation estimation NOUN 6h440r98720 6 5 procedure procedure NOUN 6h440r98720 6 6 , , PUNCT 6h440r98720 6 7 both both CCONJ 6h440r98720 6 8 the the DET 6h440r98720 6 9 clpm clpm PROPN 6h440r98720 6 10 and and CCONJ 6h440r98720 6 11 mamm mamm PROPN 6h440r98720 6 12 were be AUX 6h440r98720 6 13 fitted fit VERB 6h440r98720 6 14 to to ADP 6h440r98720 6 15 a a DET 6h440r98720 6 16 daily daily ADJ 6h440r98720 6 17 diary diary NOUN 6h440r98720 6 18 data datum NOUN 6h440r98720 6 19 set set VERB 6h440r98720 6 20 . . PUNCT 6h440r98720 7 1 it it PRON 6h440r98720 7 2 was be AUX 6h440r98720 7 3 found find VERB 6h440r98720 7 4 that that SCONJ 6h440r98720 7 5 the the DET 6h440r98720 7 6 two two NUM 6h440r98720 7 7 models model NOUN 6h440r98720 7 8 yielded yield VERB 6h440r98720 7 9 different different ADJ 6h440r98720 7 10 statistical statistical ADJ 6h440r98720 7 11 conclusions conclusion NOUN 6h440r98720 7 12 regarding regard VERB 6h440r98720 7 13 the the DET 6h440r98720 7 14 average average ADJ 6h440r98720 7 15 mediation mediation NOUN 6h440r98720 7 16 effect effect NOUN 6h440r98720 7 17 . . PUNCT 6h440r98720 8 1 in in ADP 6h440r98720 8 2 light light NOUN 6h440r98720 8 3 of of ADP 6h440r98720 8 4 this this PRON 6h440r98720 8 5 , , PUNCT 6h440r98720 8 6 a a DET 6h440r98720 8 7 simulation simulation NOUN 6h440r98720 8 8 study study NOUN 6h440r98720 8 9 was be AUX 6h440r98720 8 10 then then ADV 6h440r98720 8 11 conducted conduct VERB 6h440r98720 8 12 to to PART 6h440r98720 8 13 examine examine VERB 6h440r98720 8 14 the the DET 6h440r98720 8 15 estimation estimation NOUN 6h440r98720 8 16 accuracy accuracy NOUN 6h440r98720 8 17 of of ADP 6h440r98720 8 18 bayesian bayesian ADJ 6h440r98720 8 19 estimation estimation NOUN 6h440r98720 8 20 for for ADP 6h440r98720 8 21 mamms mamms NOUN 6h440r98720 8 22 and and CCONJ 6h440r98720 8 23 consequences consequence NOUN 6h440r98720 8 24 of of ADP 6h440r98720 8 25 model model NOUN 6h440r98720 8 26 mis mis PROPN 6h440r98720 8 27 - - PUNCT 6h440r98720 8 28 specifications specification NOUN 6h440r98720 8 29 . . PUNCT 6h440r98720 9 1 factors factor NOUN 6h440r98720 9 2 considered consider VERB 6h440r98720 9 3 include include VERB 6h440r98720 9 4 sample sample NOUN 6h440r98720 9 5 sizes size NOUN 6h440r98720 9 6 ( ( PUNCT 6h440r98720 9 7 n n CCONJ 6h440r98720 9 8 ) ) PUNCT 6h440r98720 9 9 , , PUNCT 6h440r98720 9 10 numbers number NOUN 6h440r98720 9 11 of of ADP 6h440r98720 9 12 time time NOUN 6h440r98720 9 13 points point NOUN 6h440r98720 9 14 ( ( PUNCT 6h440r98720 9 15 t t PROPN 6h440r98720 9 16 ) ) PUNCT 6h440r98720 9 17 , , PUNCT 6h440r98720 9 18 fixed fix VERB 6h440r98720 9 19 indirect indirect ADJ 6h440r98720 9 20 and and CCONJ 6h440r98720 9 21 direct direct ADJ 6h440r98720 9 22 effect effect NOUN 6h440r98720 9 23 sizes size NOUN 6h440r98720 9 24 , , PUNCT 6h440r98720 9 25 and and CCONJ 6h440r98720 9 26 level-2 level-2 NOUN 6h440r98720 9 27 variances variance NOUN 6h440r98720 9 28 and and CCONJ 6h440r98720 9 29 covariances covariance NOUN 6h440r98720 9 30 . . PUNCT 6h440r98720 10 1 results result NOUN 6h440r98720 10 2 indicated indicate VERB 6h440r98720 10 3 that that SCONJ 6h440r98720 10 4 estimation estimation NOUN 6h440r98720 10 5 of of ADP 6h440r98720 10 6 fixed fix VERB 6h440r98720 10 7 effects effect NOUN 6h440r98720 10 8 for for ADP 6h440r98720 10 9 the the DET 6h440r98720 10 10 indirect indirect ADJ 6h440r98720 10 11 effect effect NOUN 6h440r98720 10 12 components component NOUN 6h440r98720 10 13 ( ( PUNCT 6h440r98720 10 14 a a X 6h440r98720 10 15 and and CCONJ 6h440r98720 10 16 b b NOUN 6h440r98720 10 17 ) ) PUNCT 6h440r98720 10 18 and and CCONJ 6h440r98720 10 19 the the DET 6h440r98720 10 20 conditional conditional ADJ 6h440r98720 10 21 indirect indirect ADJ 6h440r98720 10 22 effects effect NOUN 6h440r98720 10 23 with with ADP 6h440r98720 10 24 a a DET 6h440r98720 10 25 level-2 level-2 NOUN 6h440r98720 10 26 covariate covariate NOUN 6h440r98720 10 27 were be AUX 6h440r98720 10 28 accurate accurate ADJ 6h440r98720 10 29 for for ADP 6h440r98720 10 30 n n CCONJ 6h440r98720 10 31 ≥ ≥ X 6h440r98720 10 32 50 50 NUM 6h440r98720 11 1 and and CCONJ 6h440r98720 11 2 t t PROPN 6h440r98720 11 3 ≥ ≥ PROPN 6h440r98720 11 4 5 5 NUM 6h440r98720 11 5 . . PUNCT 6h440r98720 12 1 in in ADP 6h440r98720 12 2 terms term NOUN 6h440r98720 12 3 of of ADP 6h440r98720 12 4 the the DET 6h440r98720 12 5 estimates estimate NOUN 6h440r98720 12 6 for for ADP 6h440r98720 12 7 level-2 level-2 NOUN 6h440r98720 12 8 variances variance NOUN 6h440r98720 12 9 and and CCONJ 6h440r98720 12 10 covariances covariance NOUN 6h440r98720 12 11 , , PUNCT 6h440r98720 12 12 they they PRON 6h440r98720 12 13 were be AUX 6h440r98720 12 14 accurate accurate ADJ 6h440r98720 12 15 provided provide VERB 6h440r98720 12 16 a a DET 6h440r98720 12 17 sufficiently sufficiently ADV 6h440r98720 12 18 large large ADJ 6h440r98720 12 19 n n NOUN 6h440r98720 12 20 and and CCONJ 6h440r98720 12 21 t t NOUN 6h440r98720 12 22 ( ( PUNCT 6h440r98720 12 23 e.g. e.g. X 6h440r98720 12 24 , , PUNCT 6h440r98720 12 25 n n PROPN 6h440r98720 12 26 & & CCONJ 6h440r98720 12 27 gt gt PROPN 6h440r98720 12 28 ; ; PUNCT 6h440r98720 12 29 400 400 NUM 6h440r98720 12 30 and and CCONJ 6h440r98720 12 31 t t NOUN 6h440r98720 12 32 ≥ ≥ PROPN 6h440r98720 12 33 50 50 NUM 6h440r98720 12 34 ) ) PUNCT 6h440r98720 12 35 , , PUNCT 6h440r98720 12 36 and and CCONJ 6h440r98720 12 37 less less ADV 6h440r98720 12 38 accurate accurate ADJ 6h440r98720 12 39 when when SCONJ 6h440r98720 12 40 n n ADV 6h440r98720 12 41 and and CCONJ 6h440r98720 12 42 t t PROPN 6h440r98720 12 43 became become VERB 6h440r98720 12 44 smaller small ADJ 6h440r98720 12 45 . . PUNCT 6h440r98720 13 1 estimates estimate NOUN 6h440r98720 13 2 of of ADP 6h440r98720 13 3 the the DET 6h440r98720 13 4 average average ADJ 6h440r98720 13 5 mediation mediation NOUN 6h440r98720 13 6 effect effect NOUN 6h440r98720 13 7 were be AUX 6h440r98720 13 8 mostly mostly ADV 6h440r98720 13 9 accurate accurate ADJ 6h440r98720 13 10 with with ADP 6h440r98720 13 11 moderately moderately ADV 6h440r98720 13 12 large large ADJ 6h440r98720 13 13 n n NOUN 6h440r98720 13 14 × × NOUN 6h440r98720 13 15 t t PROPN 6h440r98720 13 16 ( ( PUNCT 6h440r98720 13 17 e.g. e.g. ADV 6h440r98720 13 18 , , PUNCT 6h440r98720 13 19 1,000 1,000 NUM 6h440r98720 13 20 ) ) PUNCT 6h440r98720 13 21 . . PUNCT 6h440r98720 14 1 furthermore furthermore ADV 6h440r98720 14 2 , , PUNCT 6h440r98720 14 3 with with ADP 6h440r98720 14 4 sufficiently sufficiently ADV 6h440r98720 14 5 large large ADJ 6h440r98720 14 6 n n NOUN 6h440r98720 14 7 and and CCONJ 6h440r98720 14 8 t t NOUN 6h440r98720 14 9 ( ( PUNCT 6h440r98720 14 10 e.g. e.g. ADV 6h440r98720 14 11 , , PUNCT 6h440r98720 14 12 n n NOUN 6h440r98720 14 13 = = PRON 6h440r98720 14 14 400 400 NUM 6h440r98720 14 15 and and CCONJ 6h440r98720 14 16 t t NOUN 6h440r98720 14 17 = = NOUN 6h440r98720 14 18 50 50 NUM 6h440r98720 14 19 ) ) PUNCT 6h440r98720 14 20 , , PUNCT 6h440r98720 14 21 estimates estimate NOUN 6h440r98720 14 22 of of ADP 6h440r98720 14 23 a a DET 6h440r98720 14 24 , , PUNCT 6h440r98720 14 25 b b NOUN 6h440r98720 14 26 and and CCONJ 6h440r98720 14 27 the the DET 6h440r98720 14 28 average average ADJ 6h440r98720 14 29 mediation mediation NOUN 6h440r98720 14 30 effect effect NOUN 6h440r98720 14 31 were be AUX 6h440r98720 14 32 accurate accurate ADJ 6h440r98720 14 33 when when SCONJ 6h440r98720 14 34 level-2 level-2 NOUN 6h440r98720 14 35 variances variance NOUN 6h440r98720 14 36 were be AUX 6h440r98720 14 37 zero zero NUM 6h440r98720 14 38 and and CCONJ 6h440r98720 14 39 mamms mamms ADJ 6h440r98720 14 40 were be AUX 6h440r98720 14 41 fitted fit VERB 6h440r98720 14 42 , , PUNCT 6h440r98720 14 43 and and CCONJ 6h440r98720 14 44 they they PRON 6h440r98720 14 45 could could AUX 6h440r98720 14 46 be be AUX 6h440r98720 14 47 inaccurate inaccurate ADJ 6h440r98720 14 48 when when SCONJ 6h440r98720 14 49 random random ADJ 6h440r98720 14 50 effects effect NOUN 6h440r98720 14 51 existed exist VERB 6h440r98720 14 52 and and CCONJ 6h440r98720 14 53 clpm clpm PROPN 6h440r98720 14 54 was be AUX 6h440r98720 14 55 fitted fit VERB 6h440r98720 14 56 ; ; PUNCT 6h440r98720 14 57 in in ADP 6h440r98720 14 58 addition addition NOUN 6h440r98720 14 59 , , PUNCT 6h440r98720 14 60 dic dic PROPN 6h440r98720 14 61 can can AUX 6h440r98720 14 62 be be AUX 6h440r98720 14 63 used use VERB 6h440r98720 14 64 to to PART 6h440r98720 14 65 select select VERB 6h440r98720 14 66 the the DET 6h440r98720 14 67 correct correct ADJ 6h440r98720 14 68 mamm mamm PROPN 6h440r98720 14 69 with with ADP 6h440r98720 14 70 non non ADJ 6h440r98720 14 71 - - ADJ 6h440r98720 14 72 zero zero NUM 6h440r98720 14 73 level-2 level-2 NOUN 6h440r98720 14 74 variances variance NOUN 6h440r98720 14 75 . . PUNCT 6h440r98720 15 1 limitations limitation NOUN 6h440r98720 15 2 and and CCONJ 6h440r98720 15 3 future future ADJ 6h440r98720 15 4 directions direction NOUN 6h440r98720 15 5 were be AUX 6h440r98720 15 6 discussed discuss VERB 6h440r98720 15 7 . . PUNCT