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A background map with ridge strength 1 increased 20 to 500 ms SEEG forecast error outside a five-pulse response span by 18.6% at 86 selected sites in eight people

This study tested whether voltage before stimulation can forecast response changes outside the shapes from five calibration pulses. The test used OpenNeuro ds004696 version 1.0.1, 86 fixed selected sites in eight people, and 610 later pulses. Each target had 48 voltage means from 20 to 500 ms. Each vector had its time mean removed. A linear map used 15 overlapping before-pulse pairs from the first five trials. The fixed main ridge strength was 1. Mean squared error outside the calibration residual span increased by 18.62%. The descriptive 95% person bootstrap interval was 17.14% to 20.91%. All eight people had more error. Error also increased in the before-pulse test. The result does not establish a limit on all neural state prediction. An exact output span bound and a reusable audit tool support the forecast test. The package preserves voltage inputs, source hashes, saved models, scores, four figures, and the full methods and audit record. GPL analysis and retrieval scripts remain in the local archive and are excluded from the public SCI payload, so exact public replay is unavailable. All eight fresh source checks passed. A full replay matched 1,230 saved arrays and all main score tables exactly.

stimulation · SEEG · brain-computer interface · voltage forecast · ridge regression · response span · forecast error

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References

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  1. usesFive calibration pulses gave mean later signed template AUC of 0.939 compared with 0.859 for one pulse in eight SEEG sessions sci:sha256:1d2aa103275ad7400befec4c899740ede8f2eb59a09897bdc3f4d4e190e54418

    This study retains the 86 fixed remote bipolar readout choices made from five early source good pulses. It does not repeat or alter the pair search.

  2. usesA background model lowered mean voltage error with an early reference and increased mean shape error at 20 to 100 ms after five fit pulses at 86 sites in eight HAPwave SEEG sessions sci:sha256:8fb26571079cd151b4ee7e9f54e746a41971223ba27c94bcbf67ee008c4815fb

    This study uses the exact longer before-pulse voltage inputs, pinned source retrieval approach, and ridge fit conventions. It tests a longer centered target and an outside-span error score.

  3. usesFive fit pulses left 54.4% of later 20 to 500 ms SEEG waveform variation outside their residual span at 86 selected sites in eight people sci:sha256:17829df752e19df764612dfd506a1ec0d52597810bbac04b211029e28e915cbe

    This study uses the exact native 20 to 500 ms bipolar voltage, pulse maps, and residual span approach. It tests a forecast outside that span with 10 ms target means and later-pulse template error.

  4. usesdoi:10.18112/openneuro.ds004696.v1.0.1

    The analysis uses processed SEEG voltage from OpenNeuro ds004696 version 1.0.1.

  5. doi:10.1523/JNEUROSCI.2201-22.2023

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