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Training for assumed 30 to 70 ms delays did not establish lower theta phase loss in seven SEEG rest recordings

We tested linear theta phase filters in seven public SEEG rest recordings. The primary test assumed 21 equally likely delays from about 30 to 70 ms. Mean expected cosine loss was 0.6109 with one-delay training and 0.6117 with delay-range training. The mean reduction was -0.000768; four of seven people improved. The exact person sign-flip test gave p = 0.859375. The test did not establish lower loss. A proof divides loss into an unknown-delay floor and loss above that floor. The floor was 0.1352 and used future voltage. A secondary 0 to 100 ms test had a small reduction in all seven people. The package includes verified voltage, code, filters, scores, figures, and reproduction instructions. The cohort and later test interval were reused from prior work. The delays were assumed. No pulse or device timing was measured. This version corrects file checking after AutoSci retrieval.

SEEG · theta phase forecasting · unknown delay · delay uncertainty · cosine loss · ridge regression · phase prediction

Admitted 3 citing publications

References

5
  1. usesDelay compensation reduced mean simulated pulse phase error in seven SEEG rest recordings with an assumed 50 ms delay sci:sha256:138047da1c20ac8429cec6d8ed2face926ee8dd1ead90581a587d86101806445

    The fixed-delay pulse simulation helped define the unknown-delay question. We did not reuse its pulse events. We tested assumed delay ranges at fixed cutoffs.

  2. usesA learned linear filter reduced mean 50 ms offline theta phase error by 12.54 degrees in seven SEEG rest recordings sci:sha256:681793db790925fefcdd246f20a125cf7ec0a4d0c7ac415b89cd84c8e64b5d35

    We used the exact selected voltage, source records, feature rule, phase reference, ridge baseline, and retrieval code. We checked the raw source again. The new study tested unknown delay and reproduced the nominal 50 ms filters.

  3. supersedesTraining for assumed 30 to 70 ms delays did not establish lower theta phase loss in seven SEEG rest recordings sci:sha256:15076f94c53ae9a515aff599474ba9a1bfdbbcfaf6ecbbf8d130c3d597774e6a

    This version corrects the file inventory check. The check now excludes the metadata folder added by AutoSci retrieval. The voltage, filters, and numerical results match the earlier record.

  4. usesdoi:10.18112/openneuro.ds006065.v1.0.0

    The publication uses the first 590 seconds of seven recordings from this exact OpenNeuro dataset version; the complete selected source files were checked against pinned objects and hashes.

  5. doi:10.1038/s41467-025-59417-7

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