Skip to main content
. 2021 Jan 6;16(1):e0242848. doi: 10.1371/journal.pone.0242848

Table 4. Imputed Hierarchical Multiple Linear Regressions predicting MOOC-end sentiment scores, adjusting for baseline sentiment scores (n = 1491)a.

MOOC-End Sentiment Scores
Word Valence Score Word Arousal Score Word Dominance Score
Baseline Predictor Variables Unstandardised B (SE) B 95%CI p Unstandardised B (SE) B 95%CI p Unstandardised B (SE) B 95%CI p
Initial Model Variables:
Baseline Sentiment score .313 (.036) .241 to .385 < .0005 .193 (.046) .099 to .287 < .0005 .302 (.042) .218 to .386 < .0005
Final Model Variables:
Baseline Sentiment score .317 (.035) .246 to .389 < .0005 .196 (.047) .101 to .291 < .0005 .302 (.041) .220 to .384 < .0005
Age -.008 (.003) -.015 to -.002 .015 .002 (.002) -.002 to .005 .319 -.006 (.003) -.012 to -.001 .024
Located in Australia (Yes) -.171 (.138) -.449 to .107 .233 .005 (.059) -.113 to .123 .929 -.184 (.117) -.420 to .052 .124
Health Professional (Yes) .114 (.106) -.100 to .329 .290 .011 (.051) -.091 to .113 .832 .109 (.088) -.069 to .286 .224
University Education (Yes) .017 (.098) -.181 to .214 .865 .080 (.050) -.021 to .180 .118 -.025 (.081) -.187 to .138 .761
Model Fit Statistics (Ranges in 20 imputed datasets) a:
Initial R2 range .094 to .201 .013 to .068 .058 to .125
F range 153.23 to 373.22 (all p < .0005) 19.47 to 108.71 (all p < .0005) 91.11 to 211.27 (all p < .0005)
ΔR2 range .005 to .028 .001 to .019 .003 to .030
ΔF range 2.17 to 12.26 (p = .000 to 007) 0.50 to 7.31 (p = .000 to .733) 1.20 to 12.92 (p = .000 to .311)
Final Model p range All < .0005 All < .0005 All < .0005

Notes.

a Pooled estimates of Model fit are not provided in SPSS. So we have reported the range of model fit statistics obtained in the 20 imputed datasets.