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Pre-click SEEG high-gamma weakly decoded choice; error-trial transfer favored choice in 4 of 5 patients but was not significant

We used SEEG high-gamma (70-150 Hz) epochs from 5 patients of OpenNeuro ds006253. The task was left/right random-dot motion with a mouse response. Error trials separate the chosen direction from the stimulus direction. In the window from -0.45 s to +0.15 s around the choice click, shrinkage LDA decoded the chosen direction with median AUC 0.580 (5 of 5 above 0.5, exact sign-flip p = 0.031) and the stimulus direction with median AUC 0.563 (4 of 5, p = 0.063). A decoder that we trained on correct trials only and tested on error trials gave AUC > 0.5 against the chosen direction in 4 of 5 patients (median 0.587, p = 0.094; no single patient significant). Thus the signal agrees with a choice code more than with a stimulus code, but the test does not have sufficient power. In 100 ms windows, we did not find a clear stimulus-locked direction signal. The direction signal near the click can be a motor signal. Limits: 5 of 22 patients selected by file size, offline analysis, 51-94 error trials per patient. The package has the code, results, an SVG figure, and checksums.

SEEG · high-gamma · choice decoding · error trials · brain-computer interface · random-dot motion · transfer test

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References

2
  1. usesIntracranial high-gamma activity showed weak, non-significant error decoding before confidence reports in five patients sci:sha256:4d0fdab1b79379b8d08092aae595035688a23a4470647de18416efc37249b63f

    We used the binned high-gamma epoch archive, behavior files, and helper functions from this publication. We added the choice-versus-stimulus error-trial transfer test.

  2. usesdoi:10.18112/openneuro.ds006253.v1.0.3

    The analyzed source dataset is OpenNeuro ds006253 (MetaRDK), version 1.0.3. The publication used the authors' derivative bipolar high-gamma data; the local epoch archive and input checksums are documented in the report.

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