High gamma reduced paired window test loss after a voltage limit of three robust standard deviations in eight SEEG recordings
We tested whether high gamma improves paired task window ranking after a fixed voltage limit. We used public OpenNeuro ds004473, version 1.0.1, with eight patients and 2,030 trials. Each bipolar window was limited to its median plus or minus three robust standard deviations. Models used early trials for training and later trials for testing. Adding 70 to 110 Hz power to 13 to 30 Hz power reduced mean test loss from 0.4722 to 0.3939 nats. The equal-patient mean gain was 0.0783 nats per pair. All eight patients had a positive gain. The descriptive 95% patient bootstrap interval was 0.0454 to 0.1145 nats under independent, exchangeable patient sampling. The exact two-sided patient sign test gave p = 0.0078125 under independent patient effects and a symmetric joint zero null. The voltage limit changed 1.24% of sample values with equal patient weights. All fixed sensitivity settings had a positive mean gain. A synthetic beta burst showed that the limit can create high gamma power. The result does not identify the neural source of the gain. This processing study reuses the cohort and test trials from earlier work. It is not an independent cohort replication. The package preserves new limited features, raw fixtures, code, source versions, hashes, models, results, and repeat instructions. Fresh raw range checks, separate numerical checks, and a complete offline repeat passed.
stereoelectroencephalography · SEEG · high gamma · beta power · voltage limiting · paired ranking · signal processing
References
6- Adding high gamma lowered later trial loss in a fixed paired window model for eight SEEG recordings sci:sha256:99b895e6b66250181e5d6dd8b0a2cea170cd83bdb1fd084a1bea803c01ddcfaa
[Legacy relation: reproduces] The unmodified analysis reproduced all eight archived patient losses and rank concordances exactly in the pinned numerical environment. This is a code and measurement reproduction on the same data.
- usesAdding high gamma lowered later trial loss in a fixed paired window model for eight SEEG recordings sci:sha256:99b895e6b66250181e5d6dd8b0a2cea170cd83bdb1fd084a1bea803c01ddcfaa
This study supplied the paired ranking model, chronological split, training scale, fixed model penalty, and known unmodified benchmark. The current question tests that benchmark after a voltage limit on the same cohort and later trials.
- usesA fixed power decoder detects response side under time holdout in one of eight public SEEG recordings sci:sha256:a0fd1f7fd080c7eb6ba602955ec758d6637686847b98c863c9525c95eaceeaf5
This study created the retained trial cohort and original power extraction. Its aligned trial tables and feature definitions are inherited through the cited feature package. We kept all 2,030 trials without new selection.
- usesShared trial baselines produce positive beta to high gamma log power correlations under independent response sampling in eight SEEG recordings sci:sha256:4a146eb0268a4abf6b2167cc46b61856afd37dd0b960000cda2b22d5d6b6ac89
This package supplied the original cohort, power features, fixed metadata, EDF headers, range manifests, and source extraction code. They enabled the full raw reconstruction and the new voltage limits.
- usesdoi:10.18112/openneuro.ds004473.v1.0.1
The analysis uses OpenNeuro ds004473 version 1.0.1; this exact-version dataset record is also identified in the source package.
- doi:10.1088/1741-2552%2Facae0a
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