Sleep staging leaderboard

Sleep Heart Health Study (SHHS, NSRR): AUROC

Name: SHHS, NSRR AUROC leaderboard: sleep staging
Creator: ChatPPG
License: https://creativecommons.org/licenses/by/4.0/

1 reported result for sleep staging on Sleep Heart Health Study (SHHS, NSRR), ranked by AUROC. Every row cites its source publication.

Last updated Oct 19, 2026

Recent changes

Oct 19, 2026
Leaderboard added with 1 result

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 Sleep Heart Health Study (SHHS, NSRR), 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.

Sleep staging: Sleep Heart Health Study (SHHS, NSRR), Area under ROC. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	Area under ROC↑ Higher is better
1	ECG-SDI Evaluation details internal held-out SHHS test participants (participant-level 6:2:2 split of SHHS+MESA+MrOS, 10,652 recordings); 95% CI 0.907-0.909 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	0.908

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

Sleep Heart Health Study (SHHS, NSRR)ECG · SpO₂ · Resp

Licence: Not stated

Sources on this board

ECG-SDI: Single-lead Electrocardiogram Enables Continuous Sleep Depth Index Profiling and Scalable Digital Biomarkers for Sleep HealtharXiv 2610.23727v1 · 2026

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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, SHHS, NSRR AUROC leaderboard: sleep staging, https://chatppg.com/research/leaderboards/sleep-staging/shhs-auroc (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/sleep-staging/shhs-auroc">ChatPPG, SHHS, NSRR 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). SHHS, NSRR AUROC leaderboard: sleep staging [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/sleep-staging/shhs-auroc

BibTeX

@misc{chatppg_sleep_staging_shhs_auroc,
  author       = {{ChatPPG}},
  title        = {{SHHS, NSRR AUROC leaderboard: sleep staging}},
  year         = {2026},
  month        = oct,
  howpublished = {\url{https://chatppg.com/research/leaderboards/sleep-staging/shhs-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: "SHHS, NSRR AUROC leaderboard: sleep staging"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/sleep-staging/shhs-auroc"
date-released: "2026-10-19"