analysis(matlab): rate + count outputs, variation batch 2

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 0a438a4649
commit 6ba21a1a35
72 changed files with 1874 additions and 896 deletions
@@ -1,11 +1,11 @@
==============================================================================
POWER SIMULATION -- naive_a2_d6_10
POWER SIMULATION -- naive_a2_d6_10 [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=6 nrep=120, alpha=0.05
ground truth: stim:day=-1.80/day, rat SD=10.99, residual SD=10.55, days=5
ground truth: stim:day=-1.8/day, rat SD=10.99, residual SD=10.55, days=5
true stim:day interaction = -1.80 (100% of observed)
true stim:day interaction = -1.8 (100% of observed)
N/group | per-animal power | LME power
------------------------------------------
3 | 0.06 | 0.09 <- observed
@@ -15,7 +15,7 @@ ground truth: stim:day=-1.80/day, rat SD=10.99, residual SD=10.55, days=5
16 | 0.33 | 0.34
24 | 0.45 | 0.49
true stim:day interaction = -0.90 (50% of observed)
true stim:day interaction = -0.9 (50% of observed)
N/group | per-animal power | LME power
------------------------------------------
3 | 0.03 | 0.07 <- observed
@@ -25,5 +25,4 @@ ground truth: stim:day=-1.80/day, rat SD=10.99, residual SD=10.55, days=5
16 | 0.11 | 0.11
24 | 0.13 | 0.14
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).