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Half transfer reduced prediction error for shaft omission in paired 60 s 1–80 Hz SEEG excerpts from 35 patients with epilepsy at shrinkage weight 0.1

We tested whether shaft omission effects repeated in two interictal SEEG files. We used paired 60 s excerpts from 35 patients with epilepsy in OpenNeuro ds004100 version 1.1.3. No contact was reused between selected bipolar channels. Partial correlation used shrinkage weight 0.1. The baseline used the mean omission effect for each link in the training file. The tested model added half of the shaft effect beyond that mean. It reduced mean squared prediction error by 31.7 percent. Each patient had equal weight. The 95 percent patient bootstrap interval was 25.0 to 37.6 percent. All 35 patients had lower error. The interval assumes independent, exchangeable patients. Source byte checks, covariance rebuilds, separate matrix checks, and fresh output reproduction passed. The package preserves data, code, pinned retrieval recipes, and all fixed secondary tests. This study reuses one clinical cohort. It tests dependence on available channels. It does not test direct neural connections or clinical outcomes.

stereoelectroencephalography · partial correlation · electrode omission · network analysis · prediction error · epilepsy

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References

4
  1. usesWith independent, exchangeable patient sampling, the 95 percent interval for the 0.1 shrinkage effect on 1–80 Hz SEEG link rank agreement included zero in 36 patients sci:sha256:4b75e70039598a71250bf4d193bb584d6d5d7e76ed7c4330b24c0a905e8089af

    Uses its study of repeat agreement to frame a distinct test of shaft omission at fixed partial correlation shrinkage. The patient cohort is reused.

  2. usesLog distance reduced mean test error for absolute 1–80 Hz correlation between bipolar SEEG channels on different shafts in 36 patients with epilepsy sci:sha256:e3b855bf44352111fd8573ba25ab5ef503f0da195fc0df0a26e4966f1e9511db

    Uses its input archive as the verified retrieval route for the original covariance data and extraction code.

  3. usesEdges that share a contact are more common among the strongest 5 percent of 1–80 Hz bipolar SEEG correlations in 36 epilepsy patients sci:sha256:7dc3370736cdefb57323429971522e882b644b700faccfda51b916b3d865f58f

    Uses the 72 lossless contact covariance files, source metadata, and pinned EDF range recipe. The new test predicts effects of shaft omission.

  4. doi:10.18112/openneuro.ds004100.v1.1.3

    Uses OpenNeuro ds004100 version 1.1.3, the source dataset for the preserved contact covariance inputs and pinned EDF range recipe.

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