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Joint calibration reduced rest windows with any call across intact and known simulated single contact loss cases in eight offline SEEG tests

We tested rest calibration for known simulated contact loss. We used eight public SEEG recordings from OpenNeuro ds004473 version 1.0.2. Training used 998 early trials. Calibration used 326 separate rest windows. Testing used 674 later trials. Each patient model used eight bipolar pairs. The test covered intact input and 105 single contact losses. Missing features became their training mean. The contact identity was known, and other signals stayed unchanged. A joint limit used the largest calibration score across all allowed cases. The mean fraction of rest windows with any allowed call fell from 8.9% to 3.9%. Each patient had equal weight. Mean response sensitivity across lost contacts fell from 24.3% to 15.6%. Three patients had joint rest fractions above 5%. The uniform mean across lost contacts was 3.5% with the intact limit. Thus, the main outcome is a stress envelope, not a measured natural fault rate. A standard rank proof bounds one rest window across all allowed cases under exchangeability. Chronological task changes make this assumption uncertain. The later trials were used in earlier studies. This is an exploratory offline test. It does not establish a live BCI error limit. The package includes features, source versions, range hashes, code, model weights, all scores and counts, three figures, and reproduction instructions. Independent numerical checks and an exact repeat run passed.

stereo-EEG · brain-computer interfaces · contact loss · rest calibration · logistic regression · offline evaluation · signal processing

Admitted 1 citing publication

References

5
  1. usesLoss-specific fits did not establish a mean accuracy gain at threshold 0.5 under known single-contact loss in eight SEEG sessions sci:sha256:e4f3b11d4be4acc9877938d259b2586721cc56650b5c292c875eab422cd5b4f3

    This publication defined loss at a physical SEEG contact. We use that definition to remove every selected bipolar pair that shares the missing contact.

  2. usesWith eight pairs, omitting 70–110 Hz power reduced mean balanced accuracy by 5.6 points in eight offline SEEG tests sci:sha256:e3688bef3ed8761381d86408e300703e855ca508766aef3507db1ef78561ef10

    This publication supplied the complete SEEG feature arrays, source records, retrieval code, and fixed logistic solver. They enabled the present physical contact loss calibration test.

  3. usesA rest threshold set for 5 percent errors gave 3.9 percent false detections and 26.5 percent sensitivity in eight later-trial SEEG tests sci:sha256:2100f971aed9c12a7d4be6af5c0b8c155e730ec5176d7b8c6dd80fcfd083230d

    This publication supplied the early training, separate rest calibration, and later test split. Its intact rank limit is the reference rule in the present test.

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

    Source data used in the eight-recording analysis; the saved metadata identify OpenNeuro ds004473 version 1.0.2 and its CC0 license.

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

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