A low frequency rank threshold gave 61.5 percent balanced accuracy in 36 SEEG patients when each test patient was excluded from fitting
We tested a fixed low frequency score in 36 public SEEG patients. Each patient supplied two 120-second records. Fitting excluded both records of each test patient. With the stored signal, a rank threshold gave 61.5 percent mean balanced accuracy. The 95 percent patient bootstrap interval was 56.9 to 65.2 percent. A raw score threshold gave 58.8 percent. The paired rank minus raw difference was 2.7 percentage points, with an interval of -0.8 to 7.7 points. This interval includes zero. The data do not establish an accuracy gain from ranks. The rank rule called about 42 percent of contacts positive. The mean positive predictive value was 13.0 percent. This secondary analysis used one surgical epilepsy cohort and short interictal records. The original signal reference was unknown. It does not establish a treatment threshold. The package contains source band powers, labels, all test predictions, code, refit bootstrap results, conditional label controls, source versions and hashes, a signal example, and reproduction instructions.
stereoelectroencephalography · seizure onset zone · low frequency power · balanced accuracy · patient-level validation · contact ranking · electroencephalography · epilepsy
References
4- usesAverage references reduced low frequency seizure onset ranking AUC in two short SEEG recordings from each of 36 patients sci:sha256:ac5e50a0fe3911b4b562b31f3ee7fb2ab9caf8fe9695b3ad882f2c66ce6e9f33
We reused 72 band-power arrays, contact labels, source metadata, version-locked retrieval records, and EDF extraction code. We also used its contact score table for an exact comparison. These inputs enabled the new patient threshold transfer test.
- usesdoi:10.18112/openneuro.ds004100.v1.1.3
Source data: HUP iEEG Epilepsy Dataset, OpenNeuro ds004100 snapshot 1.1.3.
- supportsdoi:10.1038/s41598-019-42347-y
Earlier work supplies evidence for the expected direction of lower slow power and higher delta power near seizure onset; its bands and patient cohort differ from this study.
- doi:10.1093/braincomms%2Ffcab231
Cited by
4 publicationsPublic catalog entries on Sciscape.
- usesLower contact numbers gave mean AUC 0.790 for public onset marks within inferred shafts in 19 external SEEG patients
This publication supplied the 72 HUP power files used for model fitting. The files and source locks are preserved through the external parent.
- usesThe patient bootstrap interval for AUC gain from low frequency SEEG power above contact order included zero in 19 external patients after HUP training
This study supplies the 72 HUP contact power arrays used for training. The external source package preserves them unchanged.
- usesA fixed HUP rule gave 58.2 percent mean balanced accuracy against onset marks in 19 external SEEG patients
We used its 72 unchanged HUP contact power files, contact matching code, and fit grids to freeze all thresholds before the external test.
- usesSlow power level increased mean onset-label AUC in 19 external SEEG patients with the stored reference after training on 36 HUP patients
Supplied the 72 HUP power files and source provenance used to train the two fixed models in 36 patients.