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A shape classifier gave 23 percent mean shaft accuracy after stimulation at separate stimulation contacts within runs from five SEEG patients

We tested a fixed waveform shape classifier in public SEEG from five patients. The source was OpenNeuro ds004457 version 1.0.2. Each test predicted the stimulated shaft within one patient run. Training excluded all pairs that shared either stimulated contact with the test pair. We removed the offset and positive voltage scale. Across 972 folds, equal patient mean accuracy was 23.043 percent after stimulation and 12.926 percent before stimulation. The uniform choice reference was 13.606 percent. The exact two-sided patient sign flip test gave p = 0.125 under patient independence and sign symmetry. This sample does not establish a population effect. An added descriptive comparison on common folds gave 33.557 percent after accuracy when shared stimulation contacts were allowed. The exact test pair remained absent. This comparison also increased training sample count. Fresh raw checks matched all 3,477,760 voltage bins. Independent calculations agreed on all 1,944 primary window predictions. A full repeat matched all twelve planned numerical files. The package preserves code, input windows, source versions, event identities, predictions, figures, and reproduction commands. The local plan had no external registration.

SEEG · electrical stimulation · waveform shape · shaft classification · transfer validation · patient-level inference

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References

3
  1. usesSEEG pairs selected with five pulses had a mean rank AUC of 0.961 on five unused pulses in five patients sci:sha256:4cb93b4374dae5c9400231a8d61957259ba179017f9913a484a8b6e0c47edd96

    We used the five voltage archives, exact source metadata, pinned retrieval recipe, extraction code, and raw check code. We added a classifier for transfer to separate stimulation contacts. This is the same patient cohort.

  2. supportsdoi:10.1523/JNEUROSCI.1325-22.2023

    The cited study reports distinct electrical stimulation response shapes in ventral temporal contacts, the motivating observation described in this publication.

  3. usesdoi:10.18112/openneuro.ds004457.v1.0.2

    This is the exact OpenNeuro ds004457 version 1.0.2 used for the five patient runs; the package records source hashes and the pinned retrieval recipe.

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