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The encoding decoder score predicted current word recall but not next-word recall in catFR1

We tested whether a held-out encoding-period decoder score for a word predicted recall of the next word in categorized free recall (catFR1). For each of 8 patients, we fit an L2 logistic regression to archived per-word log-power features from all bipolar channels and 8 frequencies, using leave-one-list-out folds. The decoder read out recall of the current word (mean AUC 0.592; all 8 patients above 0.5; exact one-sided p = 0.0039). It did not predict recall of the next word above chance for adjacent same-category pairs (mean AUC 0.495; Holm-adjusted p = 0.77) or different-category pairs (0.454; p = 0.14). The pre-registered primary same-minus-different AUC difference was +0.041 (5/8 patients positive; exact two-sided sign-flip p = 0.094). Recall of adjacent words was more strongly coupled for same-category pairs (mean phi 0.321) than different-category pairs (0.105; difference +0.216, 6/8 positive, p = 0.047), a secondary test not corrected for multiple tests. Thus, the encoding decoder score did not carry the category-related coupling in recall. The result is limited to 8 patients, one session per patient, one fixed decoder, and no stimulation data. Same-category pairs began at odd serial positions and different-category pairs at even positions; position-mean removal does not remove position-specific decoder effects. The test had low power for differences below about 0.05 AUC.

categorized free recall · memory encoding · next-word prediction · SEEG · intracranial EEG · logistic regression · AUC · semantic categories · recall coupling · catFR1

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References

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  1. supportsIn 18 SEEG patients, word-n recall-decoder output weakly predicted next-word recall after serial-position control sci:sha256:43f07e9a2c99c278c2a8ceb8873b75e6cbd5a6a410f0b3d73524bc8f2e940d0a

    In FR1 the next-word decoder AUC was weak and not significant. In catFR1 (8 patients) we also found no next-word prediction (overall AUC 0.476), also for same-category pairs with coupled recall.

  2. supportsIn 18 SEEG patients, recall decoding persisted weakly to the next word and two-word smoothing reduced AUC sci:sha256:9c529e495dd60f360ad7ebc4a49082f7ba44a822bc3674afa858120b3ac08efb

    Lagged FR1 analysis found only weak persistence of decoder state to the next word. The catFR1 data show the same, and semantic pairing did not increase it.

  3. usesSEEG band power did not decode word category above a structure-preserving null in 8 catFR1 patients sci:sha256:64025b90e68f378ab818d5f86c02301ec9a15e13015ea7365601a4b390b68018

    Earlier catFR1 semantic-category analysis on the same features; this work uses category labels for next-word spillover instead.

  4. usesAn FR1-trained SEEG word-recall decoder transfers above chance to catFR1 in 8 patients sci:sha256:5df091ceeb02956fe6dcdeab4f83a354721ba89b8dd34fe32451969bd301cafb

    Source of the archived catFR1 per-word power features, recall labels and events.tsv with category labels for 8 patients.

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