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Shared line-frequency estimation increased mean Brier error by 0.181 in 500-sample buffers from eight SEEG records with different pair frequencies and added-signal RMS 0.25× training RMS

We tested one line-frequency estimate shared by eight SEEG pairs against separate estimates in 500-sample buffers. The public data came from eight people in OpenNeuro ds004473 version 1.0.2. Added signals had a fundamental near 60 Hz and its second harmonic. Their combined expected RMS was one quarter of centered training RMS. With the same frequency across pairs, mean shared-minus-separate Brier error was -0.00080 (descriptive 95% person bootstrap interval -0.00246 to 0.00067; sign-flip p = 0.44531). The primary test did not show a clear benefit. A planned control assigned alternating fundamentals of 59.5 and 60.5 Hz across pairs. Shared mean Brier error was then 0.36545, compared with 0.18490 for separate estimates. The paired increase was 0.18055 (interval 0.13369 to 0.22953), with an increase in all eight records. This shows a limit of the shared-frequency assumption in this reader and added-signal model. The cohort and test trials had prior use. The package preserves exact selected voltage, source pins, all conditions, code, models, scores, figures, independent checks, and an exact full replay. It does not establish natural artifact frequencies, clinical benefit, or stimulation performance.

SEEG · line frequency · frequency estimation · signal processing · Brier error · brain-computer interfaces · synthetic interference

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References

5
  1. usesA frequency derivative projection left a 0.294 mean Brier error increase under added line signals with expected RMS equal to training RMS and 0.5 Hz fundamental shifts in eight SEEG records sci:sha256:40426b0cc8e97a25bc111631334eb98dcd3d8c277a6188a9f60d70c6664c28fe

    This publication supplied exact selected SEEG voltage, source versions and range hashes, trial and pair choices, fixed-frequency comparison code, logistic fitting code, and the public-source audit. Its observed fixed-frequency failure motivated the new shared-versus-separate frequency search test.

  2. usesEight SEEG pairs classify pre-response and rest windows at 70.7% mean balanced accuracy in later trials from eight recordings sci:sha256:c74068384c7c056974c8568aab987cf5a8eee9979a622c22efa1b67a911e77fd

    This source established the retained trial sample, retrospective signal-quality exclusions, and eight training-selected adjacent bipolar pairs. Those fixed choices were inherited through the direct parent and remained unchanged in this study.

  3. usesdoi:10.18112/openneuro.ds004473.v1.0.2

    Source dataset, version 1.0.2; the analyzed voltage and archived source pins identify this version.

  4. doi:10.1088/1741-2552%2Facae0a
  5. doi:10.1002/hbm.25832

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