Experiments DB Dev
36 lines
1.6 KiB
Plaintext
36 lines
1.6 KiB
Plaintext
==============================================================================
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LOG-DAY MODEL + COHEN'S f + POWER -- prev_f_full [metric: success RATE]
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==============================================================================
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model: behavior ~ stim + log(day) + stim:log(day) + (1|rat) (behavior = success RATE)
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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=12, control n=12 nrep=120, alpha=0.05
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--- fitted on real data ---
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stim x log(day) interaction: F(1,227)=2.888 p(resid)=0.0906 p(Satt)=0.09072 (df=208)
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honest per-animal random slope (log-day): F(1,23.7)=2.05 p=0.1655
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Cohen's f (interaction, partial eta^2=0.006) = 0.079 (small; f: .10 small, .25 medium, .40 large)
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--- power simulation (log-day ground truth: stim:logday=+0.02595, ratSD=0.06838, resSD=0.08017) ---
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true stim:log(day) = +0.02595 (100% of observed)
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N/group | per-animal power | LME power
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------------------------------------------
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3 | 0.06 | 0.07
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5 | 0.17 | 0.18
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8 | 0.33 | 0.38
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12 | 0.38 | 0.47 <- observed
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16 | 0.55 | 0.62
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24 | 0.64 | 0.60
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true stim:log(day) = +0.01298 (50% of observed)
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N/group | per-animal power | LME power
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------------------------------------------
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3 | 0.04 | 0.04
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5 | 0.07 | 0.11
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8 | 0.10 | 0.12
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12 | 0.17 | 0.17 <- observed
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16 | 0.10 | 0.15
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24 | 0.15 | 0.17
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Read per-animal as the honest power; LME matches the paper's power code (optimistic).
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