Five-pulse weights with 50 percent covariance shrinkage increased later 2 to 30 Hz SEEG log power variance by 39.0 percent at 100 to 500 ms in eight STReEF patients
We tested whether nonnegative weights from five early stimulation pulses reduced later scatter in a SEEG log power monitor. The source was public STReEF, OpenNeuro ds005448 version 1.0.0. The sample had eight epilepsy patients, 96 conditions, and 960 pulses. We used nominal 2 to 30 Hz power at 100 to 500 ms after each pulse. Early shaft means and standard deviations were fixed before testing. The main weights used 50 percent correlation shrinkage toward identity and summed to one. Compared with equal weights, the mean patient later variance ratio was 1.390. This was a 39.0 percent increase, with a descriptive 95 percent whole-patient bootstrap interval of 15.0 to 64.6 percent. Six of eight patients had greater later variance. Calibration variance was 41.5 percent lower. Stronger fixed shrinkage reduced the later loss. Time and stimulation contact order changed together. The weights also changed the measured after-minus-before shift. The result measures output scatter. Neural estimation error and BCI benefit remain untested. This is an exploratory extension on an existing public cohort. All 960 raw ranges, 1,088,480 powers, 147 metadata files, 864 fitted models, and the result replay passed verification. The package preserves code, powers, source pins, fitted models, all checks, four figures, and reproduction instructions.
stereoelectroencephalography · brain-computer interfaces · covariance shrinkage · signal variance · electrical stimulation · power monitoring · reproducibility
References
8- usesMean 2–30 Hz power correlation across SEEG shafts was lower after pulses in later blocks of five pulses in eight STReEF patients sci:sha256:3f513d3e9cfdd4cc47da643d41503c7f9cc966071ce37d3d36923bcb0ff84815
We reused its 96 compact power files, fixed SEEG sample, shaft grouping rule, source metadata, source pins, and raw power verification code. We tested a new question: whether five-pulse covariance weights reduce later monitor variance. This uses the same cohort and is not an independent patient replication.
- usesTotal power selection from five pulses gave greater later variance gain than variance selection at 2 to 30 Hz and 100 to 500 ms in eight STReEF SEEG patients sci:sha256:dc38214172115b215a0fb33e63839a01ff0691ec6ad04013099ce6ab0faff455
This publication is in the input lineage through the direct source. It preserved the selected conditions and pulse powers used here. Its selection results were not used to choose the new weights.
- usesFive-pulse estimates showed a greater mean 100 to 500 ms rise in repeatable power fraction at 2 to 30 Hz than at 70 to 150 Hz in eight STReEF SEEG runs sci:sha256:552984215d5744e6e94b5e864c21d391db78acd541661c7f6652caab5f35404d
This is the original compact spectral source through the direct input lineage. Its Fourier definitions and single-pulse powers enabled the new test. We independently rebuilt every included power from public raw ranges.
- usesA five-pulse check selected SEEG pairs with 60.8% mean shape agreement after contact order reversal at 20 to 500 ms in eight sessions sci:sha256:35cdaeabceeac5a3be97a54a264240386954c3bac2e4558f03b24d86d28e2bee
We inherited its MIT metadata selection and retrieval helpers through the direct source. We kept the selection helper and added retries and verified caching to metadata retrieval. The sample rule replayed on freshly retrieved metadata.
- usesdoi:10.18112/openneuro.ds005448.v1.0.0
The analyzed data source was STReEF, OpenNeuro ds005448 version 1.0.0; the study used eight SEEG patients and retained version-pinned source metadata and retrieval records.
- doi:10.1016/j.ynirp.2025.100274
- doi:10.1007/s12021-022-09567-6
- doi:10.1016/S0047-259X(03)00096-4
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