Nested pair selection did not show lower absolute score error at 83 SEEG sites in eight recordings
We tested whether electrode-pair selection inside each validation fold improved an early estimate of later response shape. We used public SEEG stimulation data from OpenNeuro ds004696, version 1.0.1. The test kept 83 sites in eight recordings. It used five early pulses and a 20 to 500 ms window. Each fold used the same pair and mean waveform for early and later scores. Absolute score error was 0.09442 with nested selection and 0.09044 with selection from all five pulses. The all-five-minus-nested contrast was -0.00398 correlation units. Its descriptive 95% person interval was -0.02936 to 0.02154. The primary test did not show lower error. Nested selection reduced the signed score gap by 0.05010. Random partitions supported a selection explanation for part of that gap. This is exploratory reuse of one clinical cohort. It does not test brain-computer interface decoding or stimulation benefit. The contribution retains exact compact inputs, source hashes, historical check receipts, full results, and three figures. It omits GPL-licensed retrieval and analysis code, so the exact numerical replay cannot be run from this SCI package. The archived record reports that a fresh source check and a clean numerical replay passed.
stereoelectroencephalography · electrical stimulation · nested validation · cross-validation · correlation · signal shape
References
6- usesAt rate 1, learned weights reduced 20 to 500 ms SEEG forecast error against equal weights but raised error against scaled means in eight recordings sci:sha256:ef0c0959114fb72eaef63b2306de27883d737af4882e1642fc43cc265cd97c7b
We copied its source retrieval and extraction helpers from the descendant package. The helpers define contact pairs, regions, source-good trials, and waveform windows.
- usesSelection on two shafts increased SEEG shape retention after simulated worst shaft loss at 82 sites in eight recordings sci:sha256:714c70f5f05856b5b0d0bb9abc7e8632c6acb685a5e48e2c5ff4e4a0774938f9
We used its exact all-pulse waveform inner-product matrices, native voltage example, event tables, and source provenance. These inputs support the chronological and random-partition validation tests.
- usesComplementary pair selection gave 68.4% later SEEG shape matches versus 68.8% for separate ranking in eight sessions at r ≥ 0.8 sci:sha256:31784984be345bd06923be14f99677f0cd684aa733f48a90c69148caf7df04f9
We inspected its early-score pair selection result before this analysis. That result motivated a separate test of single-pair validation. We did not repeat its complementary-pair endpoint.
- doi:10.1186/1471-2105-7-91
- usesdoi:10.1523/JNEUROSCI.2201-22.2023
This is the source study for the clinical SEEG cohort used in the benchmark.
- usesdoi:10.18112/openneuro.ds004696.v1.0.1
The analysis used public SEEG stimulation data from OpenNeuro ds004696, version 1.0.1.
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