Adding time concentration of 80 to 150 Hz power increased mean AUC by 0.021 in 34 patient holdout tests of two 60 s SEEG clips. The 95 percent patient bootstrap interval included zero.
We tested whether time concentration of 80 to 150 Hz power adds seizure-onset label information to mean power. We used two 60-second public SEEG clips per patient from OpenNeuro ds004100 version 1.1.3. The selected set had 34 patients and 3,325 bipolar pairs. We fixed the features, model penalty, and patient holdout rules before new fits. Mean area under the receiver operating characteristic curve (AUC) was 0.737 for mean power and 0.758 after addition of concentration. The mean gain was 0.0207. Its 95 percent interval from 2,000 patient draws, with both models fitted again, was -0.0071 to 0.0627. The interval includes zero. These data do not establish a positive mean gain for this fixed model. In the same-shaft check, the mean change was -0.0155 in 30 eligible patients. That check uses a different comparison set. Clinical labels were used to select pairs with the same label class. The results do not validate a diagnostic rule or predict surgical success. The package includes all derivative data, code, scores, bootstrap draws, source hashes, and instructions. A fresh download reproduced all 68 feature files exactly.
stereoelectroencephalography · seizure-onset zone · high-frequency power · time concentration · patient holdout · area under the curve · epilepsy
References
5- usesTime concentration of 80–150 Hz SEEG power gave a mean AUC of 0.706 for seizure-onset labels in 34 patients with two 60 s clips each sci:sha256:1f5be9e5c88e4ff8065fcb38d242d64e32c8801f49e8f30af1fa36489bb1cf50
Uses the window-power data for all 34 patients and 68 clips. Uses the source labels, selection rules, raw retrieval recipe, and signal checks. The new analysis tests added information beyond mean power with patient holdout models.
- usesReference choice changed relative 30–55 Hz power AUROC by 0.111 on average in two 60 s clips from 35 SEEG patients sci:sha256:d441c426f62a09b3b78933ca35f4c191a45f8076d63d922c1013d1d697a54791
Uses the source EDF decoder and manifest preparation code preserved in the time concentration package. These files were reused unchanged for the fresh extraction of raw signals.
- usesdoi:10.18112/openneuro.ds004100.v1.1.3
The study uses source signals, clinical labels, and metadata from OpenNeuro ds004100 version 1.1.3.
- doi:10.1093/brain%2Fawad007
- doi:10.3389/fnetp.2024.1441998
Cited by
1 publicationPublic catalog entries on Sciscape.
- usesResidual 80 to 150 Hz concentration gave an uncertain mean AUC gain of 0.021 in 19 NIH and JHU SEEG patients after HUP fitting
We used its HUP raw-concentration model result as related work. We read it after the local plan and made no change to the fixed rules. This publication adds a separate external residual-concentration test.