id sid tid token lemma pos p5547p90t1d 1 1 time time NOUN p5547p90t1d 1 2 - - PUNCT p5547p90t1d 1 3 varying vary VERB p5547p90t1d 1 4 predictors predictor NOUN p5547p90t1d 1 5 in in ADP p5547p90t1d 1 6 multilevel multilevel ADJ p5547p90t1d 1 7 models model NOUN p5547p90t1d 1 8 are be AUX p5547p90t1d 1 9 a a DET p5547p90t1d 1 10 useful useful ADJ p5547p90t1d 1 11 tool tool NOUN p5547p90t1d 1 12 for for ADP p5547p90t1d 1 13 longitudinal longitudinal ADJ p5547p90t1d 1 14 research research NOUN p5547p90t1d 1 15 , , PUNCT p5547p90t1d 1 16 whether whether SCONJ p5547p90t1d 1 17 they they PRON p5547p90t1d 1 18 are be AUX p5547p90t1d 1 19 the the DET p5547p90t1d 1 20 research research NOUN p5547p90t1d 1 21 variable variable NOUN p5547p90t1d 1 22 of of ADP p5547p90t1d 1 23 interest interest NOUN p5547p90t1d 1 24 or or CCONJ p5547p90t1d 1 25 they they PRON p5547p90t1d 1 26 are be AUX p5547p90t1d 1 27 controlling control VERB p5547p90t1d 1 28 for for ADP p5547p90t1d 1 29 variance variance NOUN p5547p90t1d 1 30 to to PART p5547p90t1d 1 31 allow allow VERB p5547p90t1d 1 32 greater great ADJ p5547p90t1d 1 33 power power NOUN p5547p90t1d 1 34 for for ADP p5547p90t1d 1 35 other other ADJ p5547p90t1d 1 36 variables variable NOUN p5547p90t1d 1 37 . . PUNCT p5547p90t1d 2 1 however however ADV p5547p90t1d 2 2 , , PUNCT p5547p90t1d 2 3 standard standard ADJ p5547p90t1d 2 4 recommendations recommendation NOUN p5547p90t1d 2 5 to to PART p5547p90t1d 2 6 fix fix VERB p5547p90t1d 2 7 the the DET p5547p90t1d 2 8 effect effect NOUN p5547p90t1d 2 9 of of ADP p5547p90t1d 2 10 time time NOUN p5547p90t1d 2 11 - - PUNCT p5547p90t1d 2 12 varying vary VERB p5547p90t1d 2 13 predictors predictor NOUN p5547p90t1d 2 14 may may AUX p5547p90t1d 2 15 make make VERB p5547p90t1d 2 16 an an DET p5547p90t1d 2 17 assumption assumption NOUN p5547p90t1d 2 18 that that PRON p5547p90t1d 2 19 is be AUX p5547p90t1d 2 20 unlikely unlikely ADJ p5547p90t1d 2 21 to to PART p5547p90t1d 2 22 hold hold VERB p5547p90t1d 2 23 in in ADP p5547p90t1d 2 24 reality reality NOUN p5547p90t1d 2 25 and and CCONJ p5547p90t1d 2 26 may may AUX p5547p90t1d 2 27 influence influence VERB p5547p90t1d 2 28 results result NOUN p5547p90t1d 2 29 . . PUNCT p5547p90t1d 3 1 this this DET p5547p90t1d 3 2 dissertation dissertation NOUN p5547p90t1d 3 3 illustrates illustrate VERB p5547p90t1d 3 4 that that SCONJ p5547p90t1d 3 5 treating treat VERB p5547p90t1d 3 6 the the DET p5547p90t1d 3 7 time time NOUN p5547p90t1d 3 8 - - PUNCT p5547p90t1d 3 9 varying vary VERB p5547p90t1d 3 10 predictor predictor NOUN p5547p90t1d 3 11 as as SCONJ p5547p90t1d 3 12 fixed fix VERB p5547p90t1d 3 13 may may AUX p5547p90t1d 3 14 allow allow VERB p5547p90t1d 3 15 analyses analysis NOUN p5547p90t1d 3 16 to to PART p5547p90t1d 3 17 converge converge VERB p5547p90t1d 3 18 , , PUNCT p5547p90t1d 3 19 but but CCONJ p5547p90t1d 3 20 the the DET p5547p90t1d 3 21 analyses analysis NOUN p5547p90t1d 3 22 have have VERB p5547p90t1d 3 23 poor poor ADJ p5547p90t1d 3 24 coverage coverage NOUN p5547p90t1d 3 25 of of ADP p5547p90t1d 3 26 the the DET p5547p90t1d 3 27 true true ADJ p5547p90t1d 3 28 fixed fixed ADJ p5547p90t1d 3 29 effect effect NOUN p5547p90t1d 3 30 when when SCONJ p5547p90t1d 3 31 the the DET p5547p90t1d 3 32 time time NOUN p5547p90t1d 3 33 - - PUNCT p5547p90t1d 3 34 varying vary VERB p5547p90t1d 3 35 predictor predictor NOUN p5547p90t1d 3 36 has have VERB p5547p90t1d 3 37 a a DET p5547p90t1d 3 38 random random ADJ p5547p90t1d 3 39 effect effect NOUN p5547p90t1d 3 40 in in ADP p5547p90t1d 3 41 reality reality NOUN p5547p90t1d 3 42 . . PUNCT p5547p90t1d 4 1 a a DET p5547p90t1d 4 2 second second ADJ p5547p90t1d 4 3 simulation simulation NOUN p5547p90t1d 4 4 study study NOUN p5547p90t1d 4 5 shows show VERB p5547p90t1d 4 6 that that SCONJ p5547p90t1d 4 7 treating treat VERB p5547p90t1d 4 8 the the DET p5547p90t1d 4 9 time time NOUN p5547p90t1d 4 10 - - PUNCT p5547p90t1d 4 11 varying vary VERB p5547p90t1d 4 12 predictor predictor NOUN p5547p90t1d 4 13 as as ADP p5547p90t1d 4 14 random random ADJ p5547p90t1d 4 15 may may AUX p5547p90t1d 4 16 have have VERB p5547p90t1d 4 17 poor poor ADJ p5547p90t1d 4 18 convergence convergence NOUN p5547p90t1d 4 19 , , PUNCT p5547p90t1d 4 20 except except SCONJ p5547p90t1d 4 21 when when SCONJ p5547p90t1d 4 22 allowing allow VERB p5547p90t1d 4 23 negative negative ADJ p5547p90t1d 4 24 variance variance NOUN p5547p90t1d 4 25 estimates estimate NOUN p5547p90t1d 4 26 . . PUNCT p5547p90t1d 5 1 although although SCONJ p5547p90t1d 5 2 negative negative ADJ p5547p90t1d 5 3 variance variance NOUN p5547p90t1d 5 4 estimates estimate NOUN p5547p90t1d 5 5 are be AUX p5547p90t1d 5 6 uninterpretable uninterpretable ADJ p5547p90t1d 5 7 , , PUNCT p5547p90t1d 5 8 results result NOUN p5547p90t1d 5 9 of of ADP p5547p90t1d 5 10 the the DET p5547p90t1d 5 11 simulation simulation NOUN p5547p90t1d 5 12 show show VERB p5547p90t1d 5 13 that that SCONJ p5547p90t1d 5 14 estimates estimate NOUN p5547p90t1d 5 15 of of ADP p5547p90t1d 5 16 the the DET p5547p90t1d 5 17 fixed fix VERB p5547p90t1d 5 18 effect effect NOUN p5547p90t1d 5 19 of of ADP p5547p90t1d 5 20 the the DET p5547p90t1d 5 21 time time NOUN p5547p90t1d 5 22 - - PUNCT p5547p90t1d 5 23 varying vary VERB p5547p90t1d 5 24 predictor predictor NOUN p5547p90t1d 5 25 are be AUX p5547p90t1d 5 26 as as ADV p5547p90t1d 5 27 accurate accurate ADJ p5547p90t1d 5 28 for for ADP p5547p90t1d 5 29 these these DET p5547p90t1d 5 30 cases case NOUN p5547p90t1d 5 31 as as ADP p5547p90t1d 5 32 for for ADP p5547p90t1d 5 33 cases case NOUN p5547p90t1d 5 34 with with ADP p5547p90t1d 5 35 positive positive ADJ p5547p90t1d 5 36 variance variance NOUN p5547p90t1d 5 37 estimates estimate NOUN p5547p90t1d 5 38 , , PUNCT p5547p90t1d 5 39 and and CCONJ p5547p90t1d 5 40 that that SCONJ p5547p90t1d 5 41 treating treat VERB p5547p90t1d 5 42 the the DET p5547p90t1d 5 43 time time NOUN p5547p90t1d 5 44 - - PUNCT p5547p90t1d 5 45 varying vary VERB p5547p90t1d 5 46 predictor predictor NOUN p5547p90t1d 5 47 as as ADV p5547p90t1d 5 48 random random ADJ p5547p90t1d 5 49 and and CCONJ p5547p90t1d 5 50 allowing allow VERB p5547p90t1d 5 51 negative negative ADJ p5547p90t1d 5 52 variance variance NOUN p5547p90t1d 5 53 estimates estimate NOUN p5547p90t1d 5 54 performs perform VERB p5547p90t1d 5 55 well well ADV p5547p90t1d 5 56 whether whether SCONJ p5547p90t1d 5 57 the the DET p5547p90t1d 5 58 time time NOUN p5547p90t1d 5 59 - - PUNCT p5547p90t1d 5 60 varying vary VERB p5547p90t1d 5 61 predictor predictor NOUN p5547p90t1d 5 62 is be AUX p5547p90t1d 5 63 fixed fix VERB p5547p90t1d 5 64 or or CCONJ p5547p90t1d 5 65 random random ADJ p5547p90t1d 5 66 in in ADP p5547p90t1d 5 67 reality reality NOUN p5547p90t1d 5 68 . . PUNCT p5547p90t1d 6 1 because because SCONJ p5547p90t1d 6 2 of of ADP p5547p90t1d 6 3 the the DET p5547p90t1d 6 4 difficulty difficulty NOUN p5547p90t1d 6 5 of of ADP p5547p90t1d 6 6 interpreting interpret VERB p5547p90t1d 6 7 negative negative ADJ p5547p90t1d 6 8 variance variance NOUN p5547p90t1d 6 9 estimates estimate NOUN p5547p90t1d 6 10 , , PUNCT p5547p90t1d 6 11 two two NUM p5547p90t1d 6 12 procedures procedure NOUN p5547p90t1d 6 13 are be AUX p5547p90t1d 6 14 suggested suggest VERB p5547p90t1d 6 15 for for ADP p5547p90t1d 6 16 selection selection NOUN p5547p90t1d 6 17 between between ADP p5547p90t1d 6 18 fixed fix VERB p5547p90t1d 6 19 - - PUNCT p5547p90t1d 6 20 effect effect NOUN p5547p90t1d 6 21 and and CCONJ p5547p90t1d 6 22 random random ADJ p5547p90t1d 6 23 - - PUNCT p5547p90t1d 6 24 effect effect NOUN p5547p90t1d 6 25 models model NOUN p5547p90t1d 6 26 : : PUNCT p5547p90t1d 6 27 comparing compare VERB p5547p90t1d 6 28 between between ADP p5547p90t1d 6 29 fixed fix VERB p5547p90t1d 6 30 - - PUNCT p5547p90t1d 6 31 effect effect NOUN p5547p90t1d 6 32 and and CCONJ p5547p90t1d 6 33 constrained constrain VERB p5547p90t1d 6 34 random random ADJ p5547p90t1d 6 35 - - PUNCT p5547p90t1d 6 36 effect effect NOUN p5547p90t1d 6 37 models model NOUN p5547p90t1d 6 38 with with ADP p5547p90t1d 6 39 a a DET p5547p90t1d 6 40 likelihood likelihood NOUN p5547p90t1d 6 41 ratio ratio NOUN p5547p90t1d 6 42 test test NOUN p5547p90t1d 6 43 or or CCONJ p5547p90t1d 6 44 fitting fit VERB p5547p90t1d 6 45 a a DET p5547p90t1d 6 46 fixed fix VERB p5547p90t1d 6 47 - - PUNCT p5547p90t1d 6 48 effect effect NOUN p5547p90t1d 6 49 model model NOUN p5547p90t1d 6 50 when when SCONJ p5547p90t1d 6 51 an an DET p5547p90t1d 6 52 unconstrained unconstrained ADJ p5547p90t1d 6 53 random random ADJ p5547p90t1d 6 54 - - PUNCT p5547p90t1d 6 55 effect effect NOUN p5547p90t1d 6 56 model model NOUN p5547p90t1d 6 57 produces produce VERB p5547p90t1d 6 58 negative negative ADJ p5547p90t1d 6 59 variance variance NOUN p5547p90t1d 6 60 estimates estimate NOUN p5547p90t1d 6 61 . . PUNCT p5547p90t1d 7 1 the the DET p5547p90t1d 7 2 performance performance NOUN p5547p90t1d 7 3 of of ADP p5547p90t1d 7 4 these these DET p5547p90t1d 7 5 two two NUM p5547p90t1d 7 6 procedures procedure NOUN p5547p90t1d 7 7 is be AUX p5547p90t1d 7 8 compared compare VERB p5547p90t1d 7 9 . . PUNCT