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A fixed ridge test did not detect a mean AUROC gain from trial baseline division in eight SEEG recordings from ds004473 version 1.0.2

This study tested trial baseline division for arrow direction decoding in eight public SEEG recordings from OpenNeuro ds004473, version 1.0.2. It used 1,990 source response trials and 822 bipolar contact pairs. Separate fixed ridge models used early trials for training and later trials for testing in each patient and speed condition. Mean test AUROC was 0.4918 for response beta power and 0.4728 after division by the trial baseline. The mean paired difference was -0.0190. The exact patient sign-flip test gave p = 0.515625. It assumes independent patients and symmetric null differences. The descriptive patient bootstrap interval was -0.0694 to +0.0308. The test did not detect a mean gain. It does not establish equal performance or absence of direction information. The package contains input powers, trial assignments, fitted models, predictions, code, source records, and reproduction commands. A fresh run reproduced all numerical outputs exactly. Selected fresh voltage downloads checked all eight patients. The result applies to these windows and fixed models in this clinical sample.

stereoelectroencephalography · SEEG · beta power · trial baseline division · arrow direction decoding · ridge regression · AUROC · within-patient prediction

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References

4
  1. usesBehavior synchronization samples match fixation in all 2,059 synchronized trials of OpenNeuro ds004473 version 1.0.2 sci:sha256:244746b16ad09014610f258b7c2b4badae2cedd0063ef2714fbe848df0b70aa1

    Its event synchronization and correct-flag audit informed the label rules. This study uses explicit event samples and avoids correct-flag trial selection.

  2. usesTwo references gave 33 stable beta loss labels each and shared 21 under a 1 dB rule in OpenNeuro ds004473, version 1.0.2 sci:sha256:c079974997528aff1b762b9f6cf35144d660cbb33285ade3a4de59cb6ee4f33b

    This publication supplied all eight trial power arrays, trial and pair audits, extraction code, pinned source metadata, and range hashes. They enabled the new direction decoding test and independent selected raw checks.

  3. usesdoi:10.18112/openneuro.ds004473.v1.0.2

    This analysis uses SEEG trial powers from OpenNeuro ds004473 version 1.0.2; the pinned source metadata and range hashes are preserved.

  4. doi:10.1088/1741-2552%2Facae0a

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