Diagnosis terms did not show a clear scanner stop response prediction gain in 132 ds000030 v1.0.0 adults with fixed models fitted on separate people
Source diagnosis terms did not show a clear gain in scanner STOP response prediction for 132 adults in OpenNeuro ds000030 version 1.0.0. We fitted fixed logistic models on 134 separate adults in the training task. The base model used planned delay, prior GO behavior, trial position, age, and source gender. Adding three diagnosis terms gave a log loss gain of -0.00054 nats per trial. A 95% person bootstrap interval with refitting was -0.00631 to 0.00129. All seven planned secondary intervals included zero. The package preserves raw source files, code, predictions, resampling draws, and instructions. A fresh download reproduced all 40 result files exactly. This result applies to these models and this split. It does not establish equal inhibition in the clinical groups.
stop-signal task · response prediction · logistic regression · person-level validation · OpenNeuro · diagnosis labels
References
4- usesUpdating 20-trial go histories reduced later stop-response log loss compared with frozen histories in 212 PIOP2 runs sci:sha256:c1a30c9ecefea4fb86edd08fd281db32ee8bd203187c0d458a814b552a0a1b64
We used this work as context for STOP response probability scoring with prior GO histories. Its full text was read after our planned results. We used none of its code, data, or scores.
- usessci:sha256:dd489e042443f50582cf0f0cf8903b0df11d61e5c9b4a65f4b03eb6b5322eff4 not known to Sciscape
We reused the archived source bytes and retrieval provenance for ds000030 version 1.0.0. Its finding about outcome-related recorded zero delays guided the use of planned LadderTime. We wrote new prediction code and did not reuse its stopping-time estimates. We also downloaded all source files again and repeated the calculation.
- usesdoi:10.18112/openneuro.ds000030.v1.0.0
Behavioral event records and participant metadata from the exact OpenNeuro ds000030 version 1.0.0 snapshot were used; no MRI measurements were used.
- doi:10.1038/sdata.2016.110
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