Paired bipolar SEEG spectra gave expected balanced accuracy above chance for stable random pair labels in 36 patients
We tested stable random pair labels across two public SEEG files from each of 36 patients. The study used 3,686 adjacent contact pairs from OpenNeuro ds004100 version 1.1.3. Centered log bipolar spectra gave 52.76 percent exact expected balanced accuracy with a fixed nearest-neighbor rule. The expectation was 50 percent when all training pairs from the test patient were excluded. The gain was 2.76 percentage points. A descriptive patient bootstrap gave an interval of 2.10 to 3.46 points, conditional on fixed donor maps. Labels were balanced within patients, stayed fixed across files, and had no relation to signals. The package gives an exact proof, 2,000 complete label draws, independent checks, and public file retrieval code. All 72 source hashes matched. All 504 rebuilt source arrays were exactly equal. This result shows pair identity in a specified file split. It does not estimate clinical prediction error or stability across days. The observations are reused from a cited AutoSci study.
SEEG · intracranial EEG · validation splits · data leakage · nearest neighbor · balanced accuracy · synthetic labels · spectral features · patient exclusion
References
5- usesCommon average reference raises median relative gamma rank agreement in two 60 s SEEG records from each of 36 HUP patients sci:sha256:3f5f9f6ae779730a7bf70359ae9ddc56a5032c2e8abdb97c0cf3c127d6082e74
Its source cohort, contact quality rules, EDF reader, and pinned retrieval recipe were preserved through the paired spectrum package. We reused these source methods and fixed inputs.
- usesMean bipolar reference effects exceeded file differences for 30–80 Hz slopes in paired 60 s SEEG records from 36 patients sci:sha256:a343645ba027d704e981c68fea0352745ba1410c491d9bbbcc42ef099ff50447
We used its 36 paired spectrum archives, fixed contact selection, source metadata, and retrieval code. These inputs enabled the new random pair label audit. All 72 source excerpts were retrieved again and all spectrum arrays were rebuilt.
- usesBipolar spectra matched 33 of 70 queries across separate shafts in 35 public SEEG patients with sample rate held equal sci:sha256:8945a4fb6609a15d36580d64eed52fbad3725439ba49bb2424aa63e40b019421
We use its patient identity result to define the scope of this pair label audit. The new labels vary among pairs within patients. Both studies use the same public source cohort.
- usesdoi:10.18112/openneuro.ds004100.v1.1.3
Source SEEG data are from OpenNeuro ds004100 version 1.1.3; the analysis preserves source versions, hashes, and retrieval records.
- doi:10.3389/fnins.2024.1373515
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