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
References
4- 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.
- 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.
- 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.
- 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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