Sleep staging leaderboard
Cleveland Family Study (CFS): AUROC
1 reported result for sleep staging on Cleveland Family Study (CFS), ranked by AUROC. Every row cites its source publication.
Last updated
Recent changes
From the hub's dated sync history: new results as they are added, and SOTA stars as they are awarded or move.
This page ranks every result ChatPPG has recorded for sleep staging on Cleveland Family Study (CFS), 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.
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.
| Rank | Method & evaluation | Area under ROC↑ Higher is better |
|---|---|---|
| 1 | ECG-SDIEvaluation detailsexternal cohort, never used for training or model selection (726 recordings); single-lead ECG resampled to 100 Hz; trained on SHHS+MESA+MrOS participant-level 6:2:2 split; 95% CI 0.976-0.977 Label set: REM vs all other epochs (binary, 30-s epochs); not a 5-class staging score Weights: not released Reported as of: 2026-10-19 | 0.977 |
Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing. Latest reported row: 2026-10-19.
About the dataset
Licence: Not stated
Sources on this board
Related leaderboards
Other metrics on Cleveland Family Study (CFS)
Sleep staging on other datasets
Sleep staging
DREAMT: AUROC
1 result
Sleep staging
DREAMT: Cohen's kappa
1 result
Sleep staging
hmc: balanced accuracy
1 result
Sleep staging
isruc-s1: balanced accuracy
1 result
Sleep staging
opentslm-sleep-cot: macro-F1
1 result
Sleep staging
Sleep Heart Health Study (SHHS, NSRR): AUROC
1 result
Sleep staging
Sleep Heart Health Study (SHHS, NSRR): macro-F1
1 result
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, Cleveland Family Study (CFS) AUROC leaderboard: sleep staging, https://chatppg.com/research/leaderboards/sleep-staging/cleveland-family-study-auroc (CC BY 4.0)
HTML link
Source: <a href="https://chatppg.com/research/leaderboards/sleep-staging/cleveland-family-study-auroc">ChatPPG, Cleveland Family Study (CFS) AUROC leaderboard: sleep staging</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). Cleveland Family Study (CFS) AUROC leaderboard: sleep staging [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/sleep-staging/cleveland-family-study-auroc
BibTeX
@misc{chatppg_sleep_staging_cleveland_family_study_auroc,
author = {{ChatPPG}},
title = {{Cleveland Family Study (CFS) AUROC leaderboard: sleep staging}},
year = {2026},
month = oct,
howpublished = {\url{https://chatppg.com/research/leaderboards/sleep-staging/cleveland-family-study-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: "Cleveland Family Study (CFS) AUROC leaderboard: sleep staging" authors: - name: "ChatPPG" url: "https://chatppg.com/research/leaderboards/sleep-staging/cleveland-family-study-auroc" date-released: "2026-10-19"