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In later passages from ten listeners, training on 2 to 5 Hz sound-level changes did not show a clear SEEG readout gain

We tested whether training on 2 to 5 Hz sound-level changes improves a causal SEEG reader of heard speech. We used 95 public passages from ten clinical listeners in OpenNeuro ds004703 version 1.1.0. The earliest 60% of selected passages trained each reader. The later 40% tested it at 400 ms added delay. The mean fast-band skill gain was 0.0263. The descriptive 95% person bootstrap interval was -0.0739 to 0.1494. The exact two-sided person sign-flip p value was 0.5996. Six people had a gain and four had a loss. The original full-target reader had mean skill of 0.1395 below 2 Hz and -0.0374 from 2 to 5 Hz. Fast-band training reduced mean slow-band skill to -0.1238. The new method did not show a clear fast-band gain in these passages. The interval allows both gain and loss. These passages were used in earlier work. This is a new analysis of a known test set. The package preserves compact inputs, code, fitted readers, source range hashes, tables, two figures, and repeat instructions. The fixed analysis was repeated. All 76 analysis files matched by content. A fresh public-source check rebuilt one passage for each person and matched all 25 compact files. The result applies to this offline reader of heard sound. It does not establish performance for intended speech or brain stimulation.

stereoelectroencephalography · speech envelope · brain-computer interface · causal readout · frequency-band error · ridge regression · held-out passages

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References

4
  1. Ten offline SEEG readers gave mean correlations of 0.214 at zero added delay and 0.302 at 400 ms for heard sound amplitude sci:sha256:0363ee7f6d1912a2c732d3938bfa9b204378683c1ded14e573a003ec7c3ef2fc

    [Legacy relation: reproduces] The original 400 ms models were fit again from the preserved compact inputs. Their later-passage predictions matched the parent predictions with a maximum absolute difference of zero for all ten listeners.

  2. usesTen offline SEEG readers gave mean correlations of 0.214 at zero added delay and 0.302 at 400 ms for heard sound amplitude sci:sha256:0363ee7f6d1912a2c732d3938bfa9b204378683c1ded14e573a003ec7c3ef2fc

    This publication supplied corrected-clock compact SEEG and audio inputs, the fixed 95-passage split, source range records, retrieval code, and the original eight-pair delay readers. The new study changed the training loss and measured band error in the same later passages.

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

    The analyzed source is OpenNeuro ds004703 version 1.1.0; the package preserves its source URLs and range hashes while omitting source-derived inputs.

  4. doi:10.1038/s41467-024-44844-9

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