Simulated region loss raised SEEG gamma recovery error over matched random loss in 12 patients under a fixed model and assumed trial order
This study tested whether the location of lost SEEG inputs changes recovery error when the lost count stays the same. It used public OpenNeuro ds006136 version 1.0.1. The test used 5,995 available channel targets from 647 trials in 12 eligible epilepsy patients. A fixed Gaussian model recovered early delay gamma power change. The split assumed that source trial IDs give trial order. Loss of all available channels in one source region raised mean squared error by 0.0632 fit target variance units over random loss of the same size. The 95 percent patient bootstrap interval was 0.0344 to 0.0959. Ten of 12 patients had greater error. Region recovery showed no clear mean error gain over the fit mean. A second set of random draws gave a difference of 0.06275. All features matched a fresh rebuild from the public signal files. The package preserves the inputs, masks, code, models, scores, figures, source hashes, and repeat instructions. The result concerns simulated loss of processed signal features. It does not establish BCI command accuracy, real device fault behavior, neural connections, or a brain stimulation rule.
stereoelectroencephalography · SEEG · brain-computer interface · signal recovery · simulated channel loss · gamma power · Gaussian model
References
5- usesEarly delay gamma correlation matrices were positive definite in 14 SEEG records, and one fixation gamma matrix was indefinite sci:sha256:f81746e0b054524a51ea0a7c1317e6334dba47ab06f9bb2b2f696f77d4cca519
This study used the preserved extraction, retrieval, and release verification code. It checked all 14 EDF content IDs and 103 metadata files against the pinned release.
- usesGaussian EM fitting did not establish lower prediction loss than pairwise fitting in 13 SEEG patients at 20 percent shrinkage sci:sha256:7427d580734dcbda27287b60bbeae5cacf79440e6824d496fe73505bc548c7d7
This study reused the compact feature table, source package, and correlation model code. It extended the single-channel recovery test to simulated region loss and random loss of the same size.
- usesStored-position joins mismatched source trial IDs in 86.2% of SEEG pair positions on average sci:sha256:452fe1b49bf914c0514f33fee4d970c7e6de8da67c44ed2f5efc55692df99e12
This study used the source trial ID join and source provenance from the alignment audit. It kept natural channel trial rejection and did not join by stored position.
- usesEarly delay SEEG power gave no mean Brier gain in later recall forecasts for 13 patients under source trial order sci:sha256:adbcbe06fcce87132c9633b5137a24af646e5c49afc3ac2d09469a1e05618474
This study used the channel power features and original EDF extraction code. A fresh download and rebuild matched all 19,617 input rows and all 117,702 feature values exactly.
- usesdoi:10.18112/openneuro.ds006136.v1.0.1
The publication analyzes processed features from OpenNeuro ds006136 version 1.0.1; the recorded source commit, signal hashes, and rebuild checks are preserved with the package.
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