A last-pulse correction increased SEEG forecast error over the past mean in three of five sessions at 20–100 ms
We tested a last-response correction for the next SEEG pulse response at a known site. The public source was OpenNeuro ds004457 v1.0.2. The test used five patients, 183 sites, and 732 scored pulses. Each forecast and fitted weight used only complete earlier waveforms. At 20 to 100 ms, mean patient error reduction against all earlier responses was +5.93 percent. The descriptive 95 percent patient interval was −6.80 to +26.34 percent. Three sessions had more error; two had less error. Removing each patient’s largest-reference-error site changed the mean reduction to −5.00 percent. Separate recording contacts gave −2.66 percent. One site supplied 90.4 percent of patient 5’s benefit. Thus, the positive mean was sensitive to the measured signal set. We checked 110 raw source files and rebuilt every input exactly. The package preserves code, bins, input times, fitted weights, forecasts, losses, three figures, and repeat instructions. This offline result uses retrospective labels and reused patients. It does not establish a neural cause or live BCI benefit.
stereoelectroencephalography · electrical stimulation · voltage forecast · brain-computer interface · forecast error
References
5- usesA limited time trend increased SEEG forecast error by 9.6% against the past mean in five 6 mA sessions at 20 to 100 ms sci:sha256:51a59c75dcf1793c9e0584a8685d510c18e8b0a4294c91b7c456431f2a1a5779
Its failed limited time trend motivated a different bounded forecast update. We fit a last-response residual weight from first-four transitions completed before each forecast. The same patient source is reused; the tests are not independent cohort evidence.
- usesAll earlier pulses gave lower mean SEEG forecast error than four recent pulses in five recordings at 20–500 ms sci:sha256:7572e2f1a54f04ee36ae5756aff12b06f8ed5349904c849467a91c2e6236dbe9
Its comparison of all earlier responses with four recent responses defined the main forecast reference. We test a fitted last-response residual instead of discarding older responses. The patients overlap. Our final-four target set and eligibility threshold differ, so this is not an exact repetition.
- usesA positive gain fit reduced mean site accuracy from 40.6 to 37.9 percent at 20 to 100 ms in five offline SEEG sessions sci:sha256:d4f76040fbd3e3776a3105b69e4ebccd18f42a6edf5cbf45dd338241282c62ad
This package supplied contact voltage bins, event tables, readout choices, source metadata, and raw retrieval and extraction code. We kept its site eligibility rules. We checked all 110 raw source hashes and rebuilt the inputs exactly. The new code tests next-response forecasts with time-ordered calibration.
- usesdoi:10.18112/openneuro.ds004457.v1.0.2
Analyzed public SEEG dataset, version 1.0.2.
- doi:10.1523/JNEUROSCI.1325-22.2023
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