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Bilateral ridge forecasts gave no clear 50 ms error reduction across later sessions in seven people at equal input count

We tested whether the other hippocampal channel reduces 50 ms voltage forecast error across later sessions. The source was 250 public chronic depth SEEG records from seven people with epilepsy. Both main ridge readers used 80 input samples. The reference used 80 samples from the target channel. The bilateral reader used 40 samples from each channel. Earlier sessions selected and fitted each model. The test used 69 later sessions before marked stimulation. The equal person mean relative error reduction was -0.69%. Its descriptive 95% person bootstrap interval was -1.48% to +0.20%. The exact sign-flip reference gave p = 0.1875 under independent symmetric person contrasts. Two people had lower bilateral error. The bilateral reader gave a 0.89% mean reduction versus a shorter reference with fewer inputs. This shows why the input budget matters. The test does not establish equal performance, a causal brain connection, or clinical benefit. The package preserves all source files, hashes, code, weights, results, three figures, and repeat instructions. Fresh raw source checks, an independent EDF reader, independent score checks, and a complete replay passed.

hippocampus · brain-computer interface · voltage forecasting · ridge regression · session transfer · intracranial EEG · signal processing

Admitted 1 citing publication

References

5
  1. usesA 20-second median correction reduced error for a 10 percent beta threshold target in saved SEEG records from seven people sci:sha256:0ab6c409a66046bcd1ce14f9afb3c5e51588bbaa620f40f8d19b1e8991247965

    The inherited EDF reader came from this publication through the source package. It supplied the native voltage read method. We checked every sample with an independent EDF reader.

  2. usesA planned match rule retained 63 of 250 bilateral hippocampal SEEG records for a theta coupling test sci:sha256:7a0175bc7c1fcd664321588e29637736408023ef6fe2381f3cffa9a6c06ef4ce

    This package supplied all 250 source EDF files, their pinned receipts, metadata, and the full source selection table. We reused its metadata selection. We did not use its later theta match rule.

  3. usesEarly time blocks gave no clear mean error decrease for 50 ms SEEG forecasts in seven people sci:sha256:daa99620fc5eef81f9d9f074e2fd164034c63e4eb2a0b32010adeb092700f8ed

    This publication supplied the related test of reader choices fitted inside each record. We used its tested scope to define a different question: transfer across sessions with the same input count for both main readers. The people and source targets overlap.

  4. usesdoi:10.18112/openneuro.ds007095.v1.0.0

    The analysis used the 250 selected public records from OpenNeuro ds007095 version 1.0.0; the source package records its DOI, exact version, and CC0 license.

  5. supportsdoi:10.3389/fnins.2026.1815732

    This article describes the chronic implant recordings used as the study source.

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