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 -- unmerge_d6_10 [metric: # successes (count)]
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==============================================================================
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model: behavior ~ stim + log(day) + stim:log(day) + (1|rat) (behavior = # successes (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=2 nrep=120, alpha=0.05
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--- fitted on real data ---
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stim x log(day) interaction: F(1,21)=0.581 p(resid)=0.4545 p(Satt)=0.4549 (df=20)
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honest per-animal random slope (log-day): F(1,5.0)=0.44 p=0.5382
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Cohen's f (interaction, partial eta^2=0.011) = 0.106 (small-medium; f: .10 small, .25 medium, .40 large)
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--- power simulation (log-day ground truth: stim:logday=+16.98, ratSD=6.081, resSD=8.718) ---
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true stim:log(day) = +16.98 (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 | 0.11 <- observed
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5 | 0.17 | 0.23
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8 | 0.22 | 0.31
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12 | 0.33 | 0.33
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16 | 0.47 | 0.50
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24 | 0.63 | 0.66
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true stim:log(day) = +8.489 (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 | 0.11 <- observed
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5 | 0.09 | 0.11
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8 | 0.06 | 0.09
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12 | 0.12 | 0.14
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16 | 0.17 | 0.17
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24 | 0.26 | 0.26
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Read per-animal as the honest power; LME matches the paper's power code (optimistic).
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