Ten-trial calibration had a theta memory error prediction gain interval that included zero in 13 SEEG patients at equal training size under independent patient sampling
We tested whether ten early labeled trials improved later memory error predictions from hippocampal theta power. Calibration replaced ten other-session training rows, so training size stayed equal. Both models scored the same later trials. Public OpenNeuro ds004752 version 1.0.1 supplied 13 patients, 56 sessions, 1,637 scored trials, and 161 errors. The fixed ridge logistic model had penalty 10. Mean patient log loss rose from 0.323783 to 0.329467 nats per trial. The mean gain was -0.005684 nats. Its 95 percent patient bootstrap interval was -0.017688 to 0.005834, under independent patient sampling. Four patients improved. The exact sign-flip probability was 0.409424, under symmetric null patient effects. The test did not establish a calibration benefit or a population increase in loss. No fixed sensitivity test established a benefit. This is a secondary analysis of the same clinical cohort used in earlier work. Training can use later-numbered sessions; calendar order is unverified. The test does not establish prospective deployment performance. The package preserves code, exact compact inputs, source versions, fitted states, probabilities, all planned results, and repeat instructions. Independent raw checks passed at all three sample rates. A second offline run reproduced all 188 analysis files exactly.
SEEG · hippocampus · theta power · working memory · memory errors · session calibration · logistic regression · cross-session prediction
References
4- usesHippocampal theta power change patterns had a memory error prediction gain interval that included zero across sessions in 13 patients sci:sha256:77449f653a0408f16781281b9c27c77f16b503526bf741893569c41332228bfd
We use the exact compact SEEG theta inputs, pinned raw retrieval recipe, feature transformations, and ridge fitting code from this archive. We add the equal-size target-session calibration test. The same patient cohort is reused.
- usesThe late maintenance hippocampal theta load estimate had a bootstrap interval that included zero after correct responses in 14 patients sci:sha256:f0715b2f4b540f7625d42bad529c99a621eea5726f8bc9f707c778098bc9cc62
This publication is the earlier source of the theta features and full raw extraction records carried by our direct source archive. We retain its source lineage and metadata. New raw checks cover three recordings; other full-source extraction records are inherited.
- usesdoi:10.18112/openneuro.ds004752.v1.0.1
This version-pinned OpenNeuro dataset supplies the SEEG cohort and source trial labels analyzed in this publication.
- doi:10.7554/eLife.78677
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