Three response directions gave lower AUROC than full distance for excluded stimulation shafts in five SEEG sessions
Distance along three fitted response directions did not improve detection of stimulation shafts excluded from calibration. We used OpenNeuro ds004457 version 1.0.2. The test included five SEEG sessions, 183 sites, 38 shaft exclusions, and 732 distinct test pulses. The first three known pulses per site fit templates, covariance, and directions. Separate fourth pulses set cutoffs. Final four pulses tested all scores. Equal-patient mean AUROC was 0.5874 for three directions and 0.6038 for full Mahalanobis distance. The paired change was -0.0164 and was negative in four patients. Its descriptive 95% patient bootstrap interval was -0.0287 to -0.0012. The exact sign-flip reference was p = 0.1875. Three directions retained 88.7% of known template variation on average. This compression did not establish better detection of excluded sites. All six tested score gates accepted most excluded pulses. The package preserves compact voltages, pinned source retrieval, models, predictions, three figures, and verification code. All source hashes passed. A raw rebuild matched every input array and event table. Independent formulas and a separate process reproduced the results. This reused offline benchmark does not establish online performance or a population effect.
stereoelectroencephalography · electrical stimulation · brain-computer interface · Mahalanobis distance · out-of-distribution detection · AUROC · calibration
References
5- usesA fixed covariance rule gave higher SEEG site accuracy than a diagonal rule in offline tests from five patient sessions sci:sha256:1407cd9ac712a4bcd551a3738cc90c3fab309b871572cbd6fc644b41555f7886
We retained its full Mahalanobis template distance and fixed 0.5 within-site covariance shrinkage as the baseline. The new test measured distance along three known template directions.
- usesA fixed SEEG distance rule accepted most pulses from unlearned stimulation shafts in five sessions sci:sha256:ecfcd951080fd4edc42a41327003efe86593c463b7a6afdbbcad8732b89e3028
We reused its compact voltages, source files, eligible pulse roles, and excluded-shaft benchmark. We independently reproduced its full-distance outcomes in 114 fold-window combinations.
- usesRemoving missing features raised mean site accuracy for 20 to 100 ms responses under known simulated contact loss in five SEEG sessions sci:sha256:ee49903b43a054e26fbb0d85370a8cc3bbeb395ca7baf6c0069fcd7329eac507
Its pinned source retrieval, voltage extraction, fixed contact configuration, and input reader supplied the inherited data tools. We retrieved all selected raw files and rebuilt all compact inputs.
- usesdoi:10.18112/openneuro.ds004457.v1.0.2
Source dataset used: OpenNeuro ds004457 version 1.0.2; the saved dataset metadata records this exact version and CC0 license.
- doi:10.1523/JNEUROSCI.1325-22.2023
Cited by
1 publicationPublic catalog entries on Sciscape.
- usesCross-pulse energy outside three fitted directions exceeded baseline at 20–100 ms in five SEEG sessions
We used its archived voltage bins, event tables, fixed contact targets, source manifest, and input tools. We fitted a separate unwhitened four-pulse basis and measured signed cross-pulse energy in later pulses.