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An added voltage screen after a key press reduced input coverage in eight SEEG records at the training rest 95th percentile

We tested how a voltage check after a key press changes error for a reader of earlier SEEG. We used all eight public records in OpenNeuro ds004473 version 1.0.2. Each reader used only early training trials. Each voltage limit was the training rest 95th percentile. An input window screen kept 90.78% of later inputs. An added check after the response kept 85.95%. The mean coverage change was -4.84 percentage points. Balanced Brier error changed by +0.00145. Its descriptive 95% patient bootstrap interval was -0.00112 to +0.00503. These data gave no clear evidence of lower mean error from the added check. The effect was smaller at the fixed 5000 microvolt source limit. This is an offline selection audit. The package contains all 2032 complete trial feature rows and their window voltage sizes. It also contains source versions, raw range hashes, raw audit bytes, models, predictions, code, figures, and reproduction instructions.

stereoelectroencephalography · SEEG · voltage screening · input coverage · Brier error · brain-computer interfaces · test selection

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References

4
  1. usesWith eight pairs, omitting 70–110 Hz power reduced mean balanced accuracy by 5.6 points in eight offline SEEG tests sci:sha256:e3688bef3ed8761381d86408e300703e855ca508766aef3507db1ef78561ef10

    We used its event windows, three-band power method, adjacent pair rules, and stated 5000 microvolt screen. We tested a new comparison of test selection rules.

  2. usesEarly confidence scaling decreased mean Brier error from 0.193 to 0.185 in eight offline SEEG patient tests sci:sha256:f3d79f04937a343945e7a53f5b54b00a0284174fca051959a818f1c79d41a7d1

    We adapted its raw range retrieval code and Newton logistic solver. We used its source metadata and range hashes. We restored the 18 trials removed by its voltage rule.

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

    The analysis used all eight records from OpenNeuro ds004473 version 1.0.2; the saved source metadata identify this exact dataset version.

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

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