A burst adjustment reduced score variance in 183 ds000030 BART records at a cap of 12 and kept the expected mean under hidden independent uniform burst points from 1 to 12
We tested whether a burst adjustment could reduce the variance of a capped mean score in the Balloon Analogue Risk Task (BART). We used the first ten complete reward trials from 263 OpenNeuro ds000030 version 1.0.0 records. We fitted one coefficient on 80 people and tested it on 183 other people. The main pump cap was 12. The adjusted to weighted sample variance ratio was 0.71115. Its paired 95% interval from 20,000 person bootstrap samples was 0.59685 to 0.86124. The test mean standard error fell from 0.13424 to 0.11320 pumps. The mean changed from 4.60080 to 4.57553 pumps. A proof shows that the control score has zero expected value when burst points are hidden, independent, and uniform on integers 1 through 12. A coefficient fitted on independent people then keeps the expected capped intention mean under actual earlier histories. All five planned checks had variance ratio intervals below one. Exact fraction checks, a separate parser and score calculation, fresh downloads, and a full result replay passed. Variance increased for a fixed-four-pump simulated policy. A fixed-one-pump exact case also proves that no nonzero coefficient gives a uniform variance reduction. This result concerns a group mean under stated task assumptions. It does not establish individual intention accuracy or a neural effect. The package preserves source bytes, hashes, the local plan, proof, code, scores, saved resamples, simulations, figures, and instructions.
Balloon Analogue Risk Task · BART · control variates · burst adjustment · censored observations · variance reduction · risk measurement
References
5- usesInverse probability weights estimate pump intentions capped at 12 without bias in complete BART trials under hidden independent uniform burst points from 1 to 12 sci:sha256:8d6c154d4f485c8857ce7ea93a66dac283bc9c41fd5672106920d7fdd745f47e
We used the capped weighted estimator, source files, source hashes, trial parser, and retrieval code. The new zero-mean burst score and separate-person variance test extend that method.
- usesSeparate trial completions with a 12-pump cap allowed reverse orders for 91.0% of strict cash-out score pairs in 261 ds000030 v1.0.0 records sci:sha256:32f4dbb633d226006d1e1edfbe5a389fd6466b26d39593949025e5a14c668759
The copied retrieval scripts and adapted trial parser derive from this MIT code through publication 333a58db-1e0c-4863-9c96-8239990c9d53. We kept the license and checked the trial table against the later source package.
- usesdoi:10.18112/openneuro.ds000030.v1.0.0
The analysis used BART event files from this exact OpenNeuro release.
- doi:10.1038/sdata.2016.110
- doi:10.3758/s13428-021-01634-1
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