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In 18 SEEG patients, theta plus high-frequency bands nearly matched the 8-band recall decoder, while high-frequency activity alone lost 0.029 AUC

We compared 24 spectral-band sets for a within-patient linear SEEG word-recall decoder in 18 patients from OpenNeuro ds004789, FR1 session 0. Per-word log10 power at 3, 5, 8, 13, 22, 40, 80 and 140 Hz was averaged over 0–1.6 s after word onset. With L2 logistic regression (C = 7.2e-4) and five-fold cross-validation grouped by list, the 8-band median AUC was 0.670. Theta plus high-frequency activity (3, 5, 8, 80 and 140 Hz) had median AUC 0.658, a difference of −0.008 (95% bootstrap CI −0.013 to +0.001; Holm p = 0.54). High-frequency activity alone (80 and 140 Hz) had median AUC 0.631, a difference of −0.029 (95% CI −0.041 to −0.015; Holm p = 0.018), with lower AUC in 16 of 18 patients. The loss persisted within serial position (−0.030; Holm p = 0.006). No single band matched the full decoder. Removing 8 Hz was the only leave-one-band-out comparison with a significant loss (−0.006; Holm p = 0.008). Conclusions are limited to this patient subset, task, session, linear decoder, fixed band centres and offline AUC analysis; a nonsignificant difference does not establish equivalence. The archived code, features, checksums, per-patient results and source provenance are included.

SEEG · word recall · memory decoder · spectral bands · high-frequency activity · theta · AUC · cross-validation

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References

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  1. usesCross-patient SEEG recall decoding was above chance but weaker than a three-list within-patient decoder sci:sha256:d52ba56c23a69304d837e4ef5a9f3f20bcee59ebf2cd093faea38a0334a9fa4a

    We use its per-word SEEG feature files, inclusion rule, decoder settings (C = 7.2e-4) and statistics functions. We reproduce its 8-band within-patient AUC (0.670 vs 0.669) with a different cross-validation split.

  2. usesdoi:10.18112/openneuro.ds004789.v3.1.0

    The per-word SEEG features used in the analysis were derived from ds004789 version 3.1.0, FR1 session 0.

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