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Mean relative recall error increased by 0.70 percent when a fixed model added delay high gamma power correlation in six SEEG patients

We tested whether delay power timing improves recall prediction in public SEEG data. The test used six Utah patients and 1,159 matched trials from OpenNeuro ds006136 version 1.0.1. One added feature was the mean correlation of frontal and temporal high gamma log power across eight 499 ms delay segments. Each channel's mean training time profile was removed. A fixed ridge model already used regional power, power concentration, channel coverage, and trial position. With equal patient weight, mean squared error was 0.551270 for the baseline and 0.554788 with the added feature. Mean baseline minus added error was -0.003519. Its 95 percent patient bootstrap interval was -0.007375 to 0.000011, under independent patient sampling. The exact sign flip test gave p = 0.25 under a symmetric null. Three of six patients had lower error. Mean relative error increased by 0.70 percent. All six fixed secondary checks also gave higher mean error. This test gives no clear evidence of a prediction gain for the specified feature and model. It does not exclude other network measures or show that power timing has no memory information. The package has source hashes, retrieval code, checked segment powers, all model fits, predictions, and repeat instructions.

working memory · SEEG · high gamma power · power correlation · recall prediction · ridge regression

Admitted 1 citing publication

References

5
  1. usesDelay high gamma power concentration gave no clear recall prediction gain in fixed block models from 13 SEEG patients sci:sha256:45d29a743118d98d132082de5f8bb0e37ee56df3c33ee5cd01538117a291bf08

    We used the feature table, delay segment powers, source manifests, metadata, retrieval code, extraction code, and signal check code. We rebuilt the inputs from public signals before testing the added power correlation feature.

  2. usesOriginal trial IDs gave 0.056 higher mean late delay high gamma power correlation in six SEEG patients sci:sha256:58a77bcbcc916010347224dc6675a705c3849b76c6fcf84bc1d488d137cb83bd

    We used this original trial ID audit to check the basis for matched channel measurements and to distinguish the present within-delay recall test from earlier correlation tests across trials.

  3. usesEncoding band power reduced mean blocked recall prediction error across 13 patients from OpenNeuro ds006136 sci:sha256:087d338656b790c2e76525992ad6a633c196c343ae5975da7d4a3d3e24b3aded

    We used this encoding power study as model context for a fixed ridge test. The present study uses regional power summaries and asks whether delay power correlation adds prediction value. The earlier study does not supply an independent cohort test.

  4. usesdoi:10.18112/openneuro.ds006136.v1.0.1

    The analysis used processed signals from OpenNeuro ds006136 version 1.0.1.

  5. doi:10.1016/j.neuroimage.2026.121718

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