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Sleep apnea (OSA) screening leaderboard

Sleep apnea task, long context: AUROC

1 reported result for sleep apnea (OSA) screening on Sleep apnea task, long context, ranked by AUROC. Every row cites its source publication.

Last updated

These are research results as reported by each study, shown for education. A wearable or model result is not a diagnosis; talk to a clinician about a sleep study if you have concerns about sleep apnea.

This page ranks every result ChatPPG has recorded for sleep apnea (OSA) screening on Sleep apnea task, long context, measured by Area under ROC (higher is better). Each number is copied from the publication cited in its row, and ranks apply only within this dataset and metric and this protocol group.

Only one result has been reported on this dataset and metric so far, so this is a reference point rather than a multi-method comparison.

Evaluation protocol: Reference rows that do not use adult wearable PPG (ECG models, pediatric sets).

Sleep apnea (OSA) screening: Sleep apnea task, long context, Area under ROC. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationArea under ROC↑ Higher is better
—ECG-CPC

ECG-CPC (BenchECG)

Evaluation details · open weights · caveat

Signal: single-lead ECG

Not ranked: xECG fine-tuned 0.928, linear probe 0.879.

Weights: open

0.935

Rows are ranked only within this task × dataset × metric and one protocol group. Protocols can still differ in detail; read each method's evaluation details before comparing.

Sources on this board

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Data and submissions

Downloads of every leaderboard (JSON and CSV) are free for members. Sign in to download.Missing a published result? Email hello@chatppg.com with the paper link and the exact table it comes from.

Cite or reuse this

CC BY 4.0ChatPPG compiled this data. You can copy, adapt and republish it, including in articles, slides, papers and AI tools, as long as you credit ChatPPG and link to this page. Please also cite the original studies for any number you use.

Attribution

Source: ChatPPG, Sleep apnea task, long context AUROC leaderboard: sleep apnea (OSA) screening, https://chatppg.com/research/leaderboards/sleep-apnea/ecg-apnea-task-auroc (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/sleep-apnea/ecg-apnea-task-auroc">ChatPPG, Sleep apnea task, long context AUROC leaderboard: sleep apnea (OSA) screening</a> (<a href="https://creativecommons.org/licenses/by/4.0/" rel="license">CC BY 4.0</a>)

Cite the page URL and the date you accessed it. Please also cite the original publications listed above.

APA

ChatPPG. (2026). Sleep apnea task, long context AUROC leaderboard: sleep apnea (OSA) screening [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/sleep-apnea/ecg-apnea-task-auroc

BibTeX
@misc{chatppg_sleep_apnea_ecg_apnea_task_auroc,
  author       = {{ChatPPG}},
  title        = {{Sleep apnea task, long context AUROC leaderboard: sleep apnea (OSA) screening}},
  year         = {2026},
  month        = nov,
  howpublished = {\url{https://chatppg.com/research/leaderboards/sleep-apnea/ecg-apnea-task-auroc}},
  note         = {ChatPPG Research Hub}
}
CITATION.cff
cff-version: 1.2.0
message: "If you use this resource, please cite it as below."
type: dataset
title: "Sleep apnea task, long context AUROC leaderboard: sleep apnea (OSA) screening"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/sleep-apnea/ecg-apnea-task-auroc"
date-released: "2026-11-02"