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A decoder with eight SEEG pairs and source audio offsets gave 48.1% mean balanced accuracy for heard sound classes in later English passages from ten people

This study tested whether source audio offsets improve a fixed SEEG sound decoder in ten people. It used OpenNeuro ds004703 version 1.1.0 and the same 3516 selected English phone events as an earlier AutoSci result. A metadata test showed that first phone event times use the experiment log clock. Adding the separate source offset increased welcome, first-passage, and last-passage waveform matches in all ten sessions. Some late matches were weak. The fixed eight-pair decoder gave 48.1% mean balanced accuracy on later passages. Its 95% person bootstrap interval was 46.0% to 50.0%. The original decoder gave 47.4%. The paired change was +0.7 percentage points, with an interval of -4.2 to +5.2 points and p = 0.7852. Conditional label controls did not show performance above their null distributions. Original person scores reproduced exactly. A separate EDF parser checked 20 corrected windows. All saved numeric results reproduced without source downloads. The package preserves code, pinned sources, checked byte ranges, both feature sets, audio clips, predictions, models, figures, and retrieval instructions. The result supports a clock check and a benchmark for future BCI studies. It does not establish a useful BCI or a stimulation method.

stereoelectroencephalography · speech decoding · audio timing · brain-computer interface · balanced accuracy · OpenNeuro

Admitted 4 citing publications

References

2
  1. usesA 200 ms power decoder with eight SEEG pairs gave 47.4% mean balanced accuracy for heard sound classes in later English passages from ten people sci:sha256:70af1f751931a422016488d56d3f6c4935e13da065c0cc1ad4e5eceb0d596c44

    This study reused the fixed event sample, chronological passage split, source headers, uncorrected feature files, and model code. It reproduced all original person scores. It then added the source AudioOffset during SEEG extraction and compared the fixed model on the same test sample. This corrects the earlier use of experiment-log event times as direct EDF times.

  2. usesdoi:10.18112/openneuro.ds004703.v1.1.0

    The study analyzed the fixed English sample from OpenNeuro ds004703 version 1.1.0. Its recordings, event tables, audio, and source-derived input caches are omitted from this SCI package because the dataset README restricts use.

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