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experiments-database/analysis/matlab/variations/unmerge_d0_5/result.txt
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Experiments DB Dev fd40b6fb54 analysis(matlab): rate + count outputs, variation batch 5
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-24 02:32:53 -04:00

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VARIATION: unmerge_d0_5 [metric: success COUNT]
==============================================================================
model: behavior ~ stim + day + stim:day + (1|rat) (behavior = success COUNT)
day = training day within window (0 = first analyzed day)
treatment (stim=1): Electrode-Box-B2
control (stim=0): Electrode-Box-A2
N = 6 rats, 36 sessions raw day coverage: treat 0..5, control 0..5
(equal day coverage over this window)
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FULL MODEL SUMMARY -- fitlme
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Linear mixed-effects model fit by ML
Model information:
Number of observations 36
Fixed effects coefficients 4
Random effects coefficients 6
Covariance parameters 2
Formula:
behavior ~ 1 + day*stim + (1 | rat)
Model fit statistics:
AIC BIC LogLikelihood Deviance
289.66 299.16 -138.83 277.66
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 12.524 5.2775 2.3731 32 0.023816
{'day' } 9.8571 1.4772 6.6729 32 1.5706e-07
{'stim' } -3.0159 7.4635 -0.40408 32 0.68884
{'day:stim' } 5.3619 2.089 2.5667 32 0.015149
Lower Upper
1.7739 23.274
6.8482 12.866
-18.219 12.187
1.1067 9.6172
Random effects covariance parameters (95% CIs):
Group: rat (6 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 4.8527
Lower Upper
1.7069 13.796
Group: Error
Name Estimate Lower Upper
{'Res Std'} 10.703 8.3104 13.785
effect t(df) / F(df1) p (resid) Satterthwaite: p (df)
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stim x day (interaction) t(32)= 2.57 F(1)= 6.588 p=0.01515 p=0.0155 (df=30)
day (learning) t(32)= 6.67 F(1)= 44.528 p=1.571e-07 p=2.162e-07 (df=30)
stim (main, window start) t(32)= -0.40 F(1)= 0.163 p=0.6888 p=0.6906 (df=19)
interaction 95% CI: [+1.107, +9.617]
HONEST LME (per-animal random slope, day|rat): interaction F(1,6.0)=3.02, p=0.1331
(Satterthwaite DF ~= residual on this random-intercept model; the random-slope
model above is the honest learning-rate test -- DF collapses toward the animal count.)
INTERPRETATION: stim x day interaction SIGNIFICANT positive -- treatment improves FASTER (benefit accumulates) (p=0.01515, slope diff=+5.362)
Paper (N=24, count): interaction t(227)=2.68, F(1)=7.12, p=0.008.