============================================================================== LINEAR MIXED MODEL (days x tDCS) -- scenario: lme_mergeA2_full ============================================================================== model: success ~ day * tDCS + (1|subject) [tDCS: Electrode-Box-B2 = 1 vs Electrode-Box-A2 = 0] N = 8 subjects, 109 sessions day coverage: Box-B2 0..22, Box-A2 0..14 (day is raw and 0-indexed: our day 0 = the paper's "Day 1", so the tDCS main effect below is the group difference on Day 1 -- comparable to the paper.) ** WARNING: the groups' day coverage is UNEQUAL (differ by 8 days). The interaction/slope over this window EXTRAPOLATES the shorter group's line and is CONFOUNDED -- prefer the _d0_14 window (both groups have data throughout). ** ============================================================================== FULL MODEL SUMMARY -- fitlme: success ~ day*tDCS + (1|subject) ============================================================================== Linear mixed-effects model fit by ML Model information: Number of observations 109 Fixed effects coefficients 4 Random effects coefficients 8 Covariance parameters 2 Formula: success ~ 1 + day*tDCS + (1 | subject) Model fit statistics: AIC BIC LogLikelihood Deviance 962.68 978.83 -475.34 950.68 Fixed effects coefficients (95% CIs): Name Estimate SE tStat DF pValue {'(Intercept)'} 20.701 4.9127 4.2138 105 5.3256e-05 {'day' } 6.8599 0.69872 9.8178 105 1.5726e-16 {'tDCS' } 22.092 6.4372 3.4319 105 0.00085848 {'day:tDCS' } -2.1793 0.81821 -2.6635 105 0.0089525 Lower Upper 10.96 30.442 5.4745 8.2453 9.3279 34.855 -3.8016 -0.55692 Random effects covariance parameters (95% CIs): Group: subject (8 Levels) Name1 Name2 Type Estimate {'(Intercept)'} {'(Intercept)'} {'std'} 2.1043e-15 Lower Upper NaN NaN Group: Error Name Estimate Lower Upper {'Res Std'} 18.954 16.597 21.644 effect t (df) F (df1) p ---------------------------------------------------------------------- days x tDCS (interaction) t(105)= -2.66 F(1)= 7.094 p=0.008953 days (learning) t(105)= 9.82 F(1)= 96.388 p=1.573e-16 tDCS (main, at Day 1) t(105)= 3.43 F(1)= 11.778 p=0.0008585 INTERPRETATION - days x tDCS interaction: SIGNIFICANT (p=0.0090, slope diff=-2.18) -> the tDCS (Box-B2) group improves SLOWER -- groups CONVERGE (Box-B2 is ahead early, the gap narrows). - days (learning): SIGNIFICANT (p=1.6e-16) -> performance improves with training. - tDCS main effect on Day 1 (our day 0): SIGNIFICANT (p=0.0009) -> the groups already DIFFER on Day 1. Paper reference (N=24): interaction t(227)=2.68, F(1)=7.12, p=0.008; days t(227)=9.64, F(1)=267.64, p=1.2e-18; tDCS t(227)=0.23, F(1)=0.053, p=0.81. (Our N and exact statistics differ; this replicates the MODEL FORM on our data.)