Experiments DB Dev
378ad6da05
Add variation_logpower.m (self-contained) + make_variation_logpower.m, dropping logpowersim.m + logpower_result.txt into all 28 variation folders. Matches the paper's power code: models behavior ~ stim + log(day) + stim:log(day) + (1|rat) (log(day+1), since our day 0 = paper Day 1), reports Cohen's f (partial eta^2 of the interaction) and the interaction under residual/Satterthwaite/honest random-slope DF, then runs the Monte-Carlo power sim on the log-day ground truth (per-animal cluster-honest + LME power). Notable: under log(day) the accumulating divergence is captured more sharply, so several full-window scenarios reach honest significance that were n.s. under raw day (e.g. right_only_d0_13 honest p=0.003, unmerge_d0_13 0.021, unmerge_d0_10 0.036); Cohen's f is small-medium (~0.10-0.34). Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
37 lines
1.7 KiB
Plaintext
37 lines
1.7 KiB
Plaintext
==============================================================================
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LOG-DAY MODEL + COHEN'S f + POWER -- naive_a2_d0_10
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==============================================================================
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model: behavior ~ stim + log(day) + stim:log(day) + (1|rat) (success COUNT)
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log(day) uses 1-indexed training day (our day 0 = paper "Day 1")
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observed groups: stim n=3, control n=7 nrep=120, alpha=0.05
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--- fitted on real data ---
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stim x log(day) interaction: F(1,100)=4.633 p(resid)=0.03378 p(Satt)=0.03391 (df=95)
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honest per-animal random slope (log-day): F(1,7.2)=2.24 p=0.177
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Cohen's f (interaction, partial eta^2=0.010) = 0.101 (small-medium; f: .10 small, .25 medium, .40 large)
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--- power simulation (log-day ground truth: stim:logday=+9.59, ratSD=8.17, resSD=14.84) ---
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true stim:log(day) = +9.59 (100% of observed)
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N/group | per-animal power | LME power
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------------------------------------------
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3 | 0.23 | 0.44 <- observed
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5 | 0.57 | 0.68
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8 | 0.83 | 0.86
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12 | 0.97 | 0.98
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16 | 0.99 | 1.00
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24 | 1.00 | 1.00
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true stim:log(day) = +4.79 (50% of observed)
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N/group | per-animal power | LME power
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------------------------------------------
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3 | 0.07 | 0.10 <- observed
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5 | 0.11 | 0.17
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8 | 0.30 | 0.37
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12 | 0.34 | 0.38
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16 | 0.62 | 0.64
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24 | 0.75 | 0.78
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Read the per-animal column as the honest power; the LME column matches the
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paper's power code (anova interaction p, observation-level DF) and is optimistic.
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