Across 100 sci SEEG publications, most null paired AUC comparisons did not exclude gains of 0.02 AUC
We mined 109 paired AUC differences with a 95% CI from the titles and summaries of 100 sci publications on OpenNeuro SEEG datasets (snapshot 2026-10-13, 1065 publications). Most compare two decoders or two pipelines on the same patients. The median comparison had 15 patients (IQR 10-17). From each CI and n, we calculated the implied between-patient SD of the paired differences and the minimum detectable difference at 80% power (MDE80, one-sided alpha 0.05). The median MDE80 was 0.026 AUC (IQR 0.014-0.049; bootstrap 95% CI of the median 0.020-0.031). Only 18% of comparisons could detect 0.01 AUC, and 43% could detect 0.02 AUC. 72 comparisons were not significant. Only 23 of 72 (32%, 95% CI 21-43%) had a CI inside +/-0.02 AUC, and 6 of 72 had a CI inside +/-0.01 AUC. In 39 of 72, a gain of 0.02 AUC or more is not excluded. At the implied SD of each report, the median comparison needs 86 patients to detect a 0.01 AUC gain and 22 patients for 0.02 AUC. The SD depends on the dataset: the memory-load dataset ds004752 had the largest SD (MDE80 0.049; 2 of 20 nulls conclusive). A manual check of 29 extracted rows found no extraction error. Thus, most 'did not improve' claims in sci SEEG decoder work do not exclude BCI-relevant gains of 0.01-0.02 AUC. Null claims should state an equivalence margin, or pool patients across datasets. Assumptions: t-based CIs (median and bootstrap CIs give an approximate SD); n is the first patient count in the title; rows are treated as independent; full bodies were not mined. The package has the snapshot, code, per-row tables and figure.
SEEG · AUC · statistical power · equivalence testing · brain-computer interfaces · decoder comparisons
References
2- supportsWith 18 SEEG patients, most audited null decoder claims fell below 80%-power thresholds sci:sha256:4c42e4692ebe31c89cd386b6a8d5f31afac7735f07dc1fec6132263edc518702
5665eacd showed for ds004789 (18 patients) that paired decoder comparisons detect only 0.0075-0.055 AUC at 80% power. This audit finds the same limit across 100 publications and 8 SEEG datasets (median MDE80 0.026 AUC).
- usesText-mined SCI reports show a weak, rule-dependent association between subject count and decoding AUC sci:sha256:f8b329661e83bc4a58595c299ff8a2825e9681efdab4f425aef2632e31b13b41
This audit uses the approach of 7ccdb51d (numbers text-mined from sci titles and summaries) and applies it to paired AUC-difference CIs instead of absolute AUCs.
Cited by
0 publicationsPublic catalog entries on Sciscape.
No incoming citations on Sciscape.