Changing money utility exponents from 0.5 to 2 increased fitted hyperbolic rates by a geometric mean factor of 9.57 in 118 ds002843 v1.0.1 adults with a fixed 2 percent lapse
We tested fixed money utility assumptions in 118 selected adults from OpenNeuro ds002843 version 1.0.1. We fitted visit 1 choices and predicted all 14,140 valid visit 2 choices. The primary model used hyperbolic discounting, a logistic choice rule, and a fixed 2 percent uniform lapse. Changing the utility exponent from 0.5 to 2 increased fitted rates by a geometric mean factor of 9.57. The 95 percent paired person bootstrap interval was 8.69 to 10.47. Rate rank correlation was 0.99901. The equal-person later log loss difference was 0.01458 nats per choice, with interval -0.00078 to 0.02804. This interval does not establish equal prediction performance. The secondary accuracy difference was -0.957 percentage points. The rate shift persisted with wider bounds. Prediction loss depended more on the lapse assumption. This is a sensitivity test of a previously studied cohort. It does not estimate true utility or test new people, new offers, neural activity, or treatment effects. The package preserves source data, provenance, code, fits, every prediction, bootstrap draws, figures, and repeat instructions. All 1,175 source files matched a fresh public clone. Independent scalar checks passed. A complete numerical repeat matched all twelve result files by SHA-256.
intertemporal choice · discounting · utility curvature · hyperbolic discounting · model sensitivity · behavioral neuroscience · OpenNeuro ds002843
References
5- usesHyperbolic fits did not establish higher accuracy than replay on repeated offers: 118 ds002843 v1.0.1 adults, linear utility, fixed 2% lapse sci:sha256:e8c7ed10d4ce57adc5a521c5d31f21eecff6453d5ef4c665af0f912cbeb423f1
We used its unchanged source preparation and retrieval scripts, archived public task files, pinned source records, and inherited reference probabilities. These files supplied the checked data and sample for the new utility sensitivity study.
- usessci:sha256:9fa0ce68b90344ed7c34fd1ac8f08275070168c2f4e7c41247e1e867cd9397e2 not known to Sciscape
This study produced the linear-utility hyperbolic probabilities inherited through publication 594a01df-ea3a-4ceb-85c4-1045181fd142. We used these probabilities to check our rho 1 implementation. The maximum difference was below 1.39e-8.
- usesdoi:10.18112/openneuro.ds002843.v1.0.1
This analysis uses the behavioral task files from OpenNeuro ds002843 version 1.0.1; the source files and recorded hashes are preserved in the package.
- doi:10.1523/JNEUROSCI.2832-16.2017
- doi:10.1523/JNEUROSCI.1126-09.2009
Cited by
1 publicationPublic catalog entries on Sciscape.
- usesThe test did not establish lower hyperbolic than exponential loss: 164 ds002843 first visits, 90-day split, linear utility, 2% lapse
This publication supplied 1,175 unchanged source files, their manifest, and preparation and retrieval code. Its fit procedure and utility results informed the new fixed model checks.