Median and maximum monitors had mean AUC 0.763 and 0.774 for the first 20 seizure seconds in 30 SEEG records after onset shafts were excluded
We tested whether a median across electrode shafts gives better seizure separation than the largest shaft score. We used 30 public SEEG records from OpenNeuro ds004100 version 1.1.3. We excluded every shaft with an onset label. We fit feature scales and alert thresholds in separate 30-second intervals. We tested 50 later pre-seizure seconds and the first 20 seizure seconds in each patient. Mean patient AUC was 0.763 for the median and 0.774 for the maximum. The paired mean difference was -0.011. Its descriptive 95 percent patient bootstrap interval was -0.044 to 0.021. The sign test gave p = 1.0. The median did not show better separation. An exact bound proved that 1,719 of 2,100 median decisions stay fixed after any one nonnegative shaft score replacement, with the threshold fixed. The median alert rate was 9.3 percent before onset and 48.8 percent during seizures. This is an exploratory extension of a cited cohort study. It does not test interface commands or stimulation. The package preserves powers, small raw subsets, fits, scores, code, figures, hashes, and source checks.
stereoelectroencephalography · seizure monitoring · signal processing · brain-computer interface · robustness · AUC · electrode shafts
References
2- usesPower-ratio deviations exceed early limits more often during seizures outside onset-labeled contact groups in 30 SEEG records sci:sha256:46ab84bca2ba1c6a358b6eaf9312db59b5ed68f3f01bca4eb378539fd4ff1a65
We reused all 30 patients, exact bipolar powers, voltage audit samples, source code, and frozen metadata. These inputs support the new shaft monitor comparison and exact decision bounds. The earlier result was known. The new test is an exploratory extension of the same cohort.
- usesdoi:10.18112/openneuro.ds004100.v1.1.3
Source dataset used for all 30 SEEG records, powers, and metadata in this analysis.
Cited by
2 publicationsPublic catalog entries on Sciscape.
- usesLocal calibration lowered mean pre-onset window alerts from 25.6% to 8.8% for a median monitor in 28 SEEG record pairs after onset shafts were excluded
We used its median shaft monitor, separate 30-second scale and threshold intervals, and matched first-20-second test. This study adds 28 second records and compares transferred and local fits.
- usesCommon power and band contrast had mean AUCs of 0.750 and 0.753 in 28 locally calibrated second SEEG records outside onset shafts
We used its median across shafts, separate scale and threshold fit intervals, and first-20-second seizure test scope. We held these rules fixed for all four features.