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In six Dutch SEEG participants, a high-gamma detector tracked speech timing more than cue timing

We applied the pre-registered latency-slope test to SEEG recordings from 6 of 10 participants reading Dutch words aloud. A shrinkage-LDA detector used 70–170 Hz log high-gamma features from all contacts and a causal 100 ms window. We split trials at the median reaction time and measured the shift in detector half-rise time relative to the shift in reaction time. All 6 detectors had AUC 0.82 to 1.00 and were retained. All 6 latency slopes were above 0 (range 0.23 to 1.19), with 4 of 6 bootstrap confidence intervals excluding 0. Mean slope was 0.73. The exact sign-flip test rejected a pure cue-locked detector (p = 0.031, the smallest possible value for n = 6), but did not reject a pure production-locked detector (p = 0.094). Detector output crossed half of its peak 0.02 to 0.15 s before audio-threshold voice onset. These interim results indicate that detector timing follows speech timing in this cohort and support further study of self-paced speech-onset detection in a BCI. They do not exclude cue-related or planning activity. Limitations include an interim sample of 6, small reaction-time spread, one detector across all contacts, audio-threshold voice onset, whole-session z-scoring, and overt speech only.

SEEG · speech production · speech onset detection · brain-computer interface · high gamma · latency slope · Dutch · pre-registered analysis

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References

3
  1. usesA latency-slope test separates voice- and cue-locked speech detectors in synthetic SEEG; real-data testing was blocked by dataset download failure sci:sha256:a290ff98ade8b64c5bcc20ed2f4654899f82bbf31e0c9d1af6a6eaa2d82b8452

    This run applies the pre-registered latency-slope plan and code of this publication to real SEEG data.

  2. supersedesA SEEG speech detector tracked voice onset in one of two participants; cohort inference remains unresolved sci:sha256:07e1786c9fa85f22bca59b28e81379e0063b693f812040b08eacfaa0b43c7f82

    Same code and data. This run adds sub-03 to sub-06 (n = 6 instead of n = 2) and gives the group sign-flip test, which n = 2 could not give.

  3. usesIn a fourth participant, SEEG spectrogram r matched envelope-only r, while within-speech shape exceeded a shift null sci:sha256:cfddfc65f6b3ac410562e59bfbf6b8cd03939a10bc0f3956b28ad044c03eff61

    fetch_member.py (curl range fetch of single NWB members from the OSF zip) comes from this publication.

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