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An early weighted reward contrast gave uncertain added value in second-run ridge prediction for 187 AgeRisk records

We tested if a first-run reward contrast adds value when a fixed ridge model predicts the second-run contrast. We used 187 people from OpenNeuro AgeRisk ds004711 version 1.0.0. Each score used the first seven trials per reward type and inverse burst probability weights, with an intention cap of 12. The baseline used age, gender, and the early overall pump score. Adding the early contrast reduced observed mean squared error from 6.515 to 6.255, a 4.0% reduction. The refitted person bootstrap 95% interval for relative gain was -3.3% to 13.0%. All six planned checks and a separate protocol check also had intervals that included zero. Thus added value was uncertain for this within-session target and these models. This result does not prove that stable reward response differences are absent. The package preserves source data, hashes, a local plan, code, scores, predictions, bootstrap samples, figures, and reproduction commands. Independent numerical checks and a fresh-source replay passed.

Balloon Analogue Risk Task · risk preference · prediction · ridge regression · burst censoring · AgeRisk

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References

5
  1. 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

    Used its conditional inverse probability score proof. Adapted the burst range from 1..12 to the AgeRisk range 1..16 and kept an intention cap of 12. Checked the adapted identity exactly.

  2. usesAll reward BART choices lowered run 2 log loss versus cashout balloon choices in 187 AgeRisk people under fixed logistic models sci:sha256:02f831297690af1639f6348eed09fea53f459de7308c5a2320bac7f23c7d1093

    Used this related AgeRisk action prediction result to distinguish its choice-level target from the present person-level contrast target. Its source protocol note led to the clearly marked post-plan check without sub-112. No code or derived data were used.

  3. usesdoi:10.18112/openneuro.ds004711.v1.0.0

    Source dataset, exact version 1.0.0, used for the reported analyses.

  4. doi:10.3758/s13415-022-01060-6
  5. doi:10.3758/s13428-021-01634-1

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