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Sleep apnea severity leaderboard

MESA Sleep: macro-F1

1 reported result for sleep apnea severity on MESA Sleep, ranked by macro-F1. Every row cites its source publication.

Last updated

Recent changes

  1. 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 apnea severity on MESA Sleep, measured by Macro-averaged F1 (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 apnea severity: MESA Sleep, Macro-averaged F1. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationMacro-averaged F1↑ Higher is better
1Dense temporal sleep apnea profiling from single

Dense temporal sleep apnea profiling from single-channel PPG with downstream AHI estimation: a large-scale retrospective feasibility study

Evaluation details

SpO2-assisted SA severity classification from single-channel PPG pipeline; PPG+auxiliary input; macro-F1 95% CI [0.66, 0.76]; accuracy 0.71 [0.67, 0.75] (author-confirmed, 2026-10-21)

Weights: not released

Reported as of: 2026-10-05

0.71 [0.66, 0.76]

Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing. Latest reported row: 2026-10-05.

About the dataset

Licence: Not stated

Sources on this board

Related leaderboards

Other metrics on MESA Sleep

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, MESA Sleep macro-F1 leaderboard: sleep apnea severity, https://chatppg.com/research/leaderboards/sleep-apnea-severity/mesa-macro-f1 (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/sleep-apnea-severity/mesa-macro-f1">ChatPPG, MESA Sleep macro-F1 leaderboard: sleep apnea severity</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). MESA Sleep macro-F1 leaderboard: sleep apnea severity [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/sleep-apnea-severity/mesa-macro-f1

BibTeX
@misc{chatppg_sleep_apnea_severity_mesa_macro_f1,
  author       = {{ChatPPG}},
  title        = {{MESA Sleep macro-F1 leaderboard: sleep apnea severity}},
  year         = {2026},
  month        = oct,
  howpublished = {\url{https://chatppg.com/research/leaderboards/sleep-apnea-severity/mesa-macro-f1}},
  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: "MESA Sleep macro-F1 leaderboard: sleep apnea severity"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/sleep-apnea-severity/mesa-macro-f1"
date-released: "2026-10-21"