Background forecasts reduced mean scaled error for four SEEG voltage bins at 20–100 ms in eight selected patients with mean removal
Voltage before a stimulation pulse improved prediction of later recorded SEEG voltage in the main fixed test. This fixed test used public OpenNeuro ds005448 data from eight selected patients with epilepsy. A background model used only activity before pulses at 22 earlier sites. The test used 96 later pulses at 24 other sites. The target contained four 20 ms voltage means from 20 to 100 ms, with their mean removed. The main comparison added the current background forecast to the same fixed template. The mean patient reduction in scaled error was 1.247 percent. The 95 percent patient bootstrap interval was 0.687 to 1.920 percent. Seven of eight patients had a positive gain. The two-sided sign-flip value was 0.015625, under an independent, sign-symmetric patient null model. A before-pulse control also had a positive mean gain. Later windows and raw voltage error left the gain uncertain. This result concerns recorded voltage, rather than an identified neural source. The patients were reused from prior studies. The package preserves compact inputs, raw examples, fixed source versions, code, scores, and reproduction instructions.
stereo-electroencephalography · SEEG · voltage prediction · background activity · electrical stimulation · prediction error · epilepsy · OpenNeuro ds005448
References
7- usesSEEG waveform agreement across reversed contact orders increased after pulses in eight patients for 20–100 ms windows with mean removal sci:sha256:f5fbd53da2e28068e66d807b19db2d548a7e25300baa9799a3ba1bf70f02b4a8
This publication supplied the matched sites, source selection, fixed object versions, range hashes, metadata, and 80 checked raw examples. The new study extracted voltage bins and tested before-pulse forecasts on later sites and pulses.
- usesEarly bipolar SEEG power did not show a clear decrease within 96 five-pulse blocks from eight patients after correction for power before each pulse sci:sha256:751a001be3b3fc1ac28e6faa6e64a8579b969bf090f7c6f234dd38b10d074955
The original patient, recording, and first-12-five-pulse-block selection was inherited through the matched-site parent. This study kept those rules and verified them against public metadata.
- usesWith equal pair weights and mean removal, templates at half amplitude had lower 20–100 ms SEEG prediction loss than pooled templates in eight patients sci:sha256:f6ef3504b5b3b8b6fef2945d03616cb5262eb2d9600acd28c98abe2658fc6726
The known result for reduced-amplitude templates informed the fixed half-template control. This study used a different target and error scale, and held the template fixed while adding the current background forecast.
- usesdoi:10.18112/openneuro.ds005448.v1.0.0
Source dataset, version 1.0.0; the study used fixed-version source ranges from this release.
- usesdoi:10.1016/j.ynirp.2025.100274
Source data paper for the clinical SEEG dataset used in this study.
- doi:10.1007/s12021-022-09567-6
- doi:10.1111/epi.17528
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