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Division of evidence by four reduced mean log loss with a fixed Gaussian reader in five offline SEEG sessions

We tested probability error for repeated electrical pulse responses in public SEEG data. We used OpenNeuro ds004457 version 1.0.2, five patient sessions, 183 sites, and 15 recording pairs. A fixed reader used three early pulses per site for its template and one more pulse for its probability scale. The final four pulses formed one test episode per site. We compared the sum of response evidence with the same sum divided by four. Both rules gave the same site decisions and 48.3% mean accuracy. Mean log loss was 2.891 bits for sum evidence and 2.620 bits for mean evidence. The reduction was 0.271 bits and was positive in all five patients. The descriptive patient bootstrap interval was 0.116 to 0.427 bits. The exact two-sided patient test gave p = 0.0625. Mean evidence did not improve mean Brier error and had confidence below accuracy. The result supports a test of probability scale when a reader combines repeated responses. It does not establish a population gain, an optimal scale, or online brain control. The package contains two figures, source code, voltage inputs, model arrays, pulse records, and source retrieval instructions.

SEEG · electrical stimulation · brain interfaces · probability calibration · log loss · repeated responses · Gaussian classifier

Admitted 2 citing publications

References

5
  1. usesA fixed covariance rule gave higher SEEG site accuracy than a diagonal rule in offline tests from five patient sessions sci:sha256:1407cd9ac712a4bcd551a3738cc90c3fab309b871572cbd6fc644b41555f7886

    Uses the inherited voltage archive and site eligibility basis through the cited single-pulse reader.

  2. usesEight selected sites raised accuracy in all five SEEG sessions but raised log score in four sci:sha256:6ea14d902f7540805304f1e86e0d9539a65d008e19a638b20889ef52c0a3d361

    Uses exact voltage inputs, pulse roles, eligibility rules, and the single-pulse probability reader.

  3. usesFive SEEG sessions did not establish higher site accuracy for four-pulse voltage averaging than uniform-tie voting at 20–100 ms sci:sha256:8815e4491a2959898c0ab823632d06cdfc65fbc298872613208c80aa384acc44

    Uses the prior pulse averaging study to define a distinct test of repeated-response probability error.

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

    Source data: OpenNeuro ds004457 version 1.0.2, as recorded in the publication source manifest and dataset metadata.

  5. doi:10.1523/JNEUROSCI.1325-22.2023

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