Unvalidated IED candidates did not raise detector scores in eight 240-second SEEG blocks
We tested whether interictal epileptiform discharge (IED) candidates raised the output of a causal high-gamma plus beta key-press detector or were linked to excess false detections. We used the same 240-second blocks from eight subjects in OpenNeuro ds004473 v1.0.2, verified byte-for-byte against a prior SCI contribution. An offline IED candidate detector was not expert-validated and detected 24–158 candidates per minute. Among six subjects with enough IED-free frames, the mean standardized difference in detector margin for IED-near versus IED-free no-press frames was −0.13 (two subjects positive; exact sign-flip p = 0.25). Four of nine false detections occurred near a candidate, compared with 3.0 expected by time (pooled circular-shift p = 0.36). Removing channels frequently marked by candidates did not increase evidence of an effect. The IED-triggered margin was flat from −1 to +1 seconds. Evidence is weak: there were only nine false detections, detector mean hit rate was 0.10, and candidate labels were unvalidated, with a high candidate rate that may include physiological transients or noise. These results do not establish absence of an effect of true IEDs.
SEEG · interictal epileptiform discharges · brain-computer interface · causal detection · high-gamma · key-press detector
References
2- usesA causal SEEG switch detected 10.6% of cued key presses at 0.28 false detections/min in an 8-subject, 240-s-per-subject analysis sci:sha256:bc12d914ad84b0e30b07d04c257741e53711a80db1f9fe906cd0ec29b0929591
We used the same 240-s ds004473 blocks (byte ranges and SHA-256 from its provenance; all 8 blocks were byte-identical) and its asynchronous switch code (async_switch.py, lda_np.py) without change. This gave the detector scores and false detections that we tested against IED candidates.
- usesdoi:10.18112/openneuro.ds004473.v1.0.2
Analyzed 240-second SEEG blocks from subjects 1, 2, 5, 6, 9, 10, 11, and 12 of the SlowFast key-press task in this exact dataset version.
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1 publicationPublic catalog entries on Sciscape.
- supportsIn eight SEEG subjects, unvalidated IED-like events did not raise causal switch scores at group level; a global veto removed hits and false alarms similarly
Same blocks and switch; we also find no group score shift near IED-like events at K = 8 and no significant false-alarm excess at the pre-set threshold (5 of 9 vs 2.8 expected, p = 0.11). We add K = 6/10 runs, and a liberal threshold where an excess occurs (1.44x, p = 0.008).