analysis(matlab): rate + count outputs, variation batch 3

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
This commit is contained in:
Experiments DB Dev
2026-07-24 02:32:52 -04:00
parent 6ba21a1a35
commit 0e16690c8f
72 changed files with 1875 additions and 897 deletions
@@ -1,11 +1,11 @@
==============================================================================
POWER SIMULATION -- naive_boxa_d0_13
POWER SIMULATION -- naive_boxa_d0_13 [metric: # successes (count)]
==============================================================================
model: behavior ~ stim + day + stim:day + (1|rat) (success COUNT; day within-window)
model: behavior ~ stim + day + stim:day + (1|rat) (behavior = # successes (count); day within-window)
observed groups: stim n=3, control n=8 nrep=120, alpha=0.05
ground truth: stim:day=+1.31/day, rat SD=8.76, residual SD=15.18, days=14
ground truth: stim:day=+1.306/day, rat SD=8.76, residual SD=15.18, days=14
true stim:day interaction = +1.31 (100% of observed)
true stim:day interaction = +1.306 (100% of observed)
N/group | per-animal power | LME power
------------------------------------------
3 | 0.12 | 0.32 <- observed
@@ -15,7 +15,7 @@ ground truth: stim:day=+1.31/day, rat SD=8.76, residual SD=15.18, days=14
16 | 0.95 | 0.96
24 | 0.97 | 0.98
true stim:day interaction = +0.65 (50% of observed)
true stim:day interaction = +0.6532 (50% of observed)
N/group | per-animal power | LME power
------------------------------------------
3 | 0.07 | 0.17 <- observed
@@ -25,5 +25,4 @@ ground truth: stim:day=+1.31/day, rat SD=8.76, residual SD=15.18, days=14
16 | 0.42 | 0.51
24 | 0.62 | 0.60
Read the per-animal column as the honest power. At the observed N this study
is typically underpowered; per-animal power reaches ~0.8 only at larger N.
Read the per-animal column as the honest power; LME is optimistic (obs-level DF).