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Sleep apnea (OSA) screening leaderboard

MESA: macro-F1

3 reported results for sleep apnea (OSA) screening on MESA, ranked by macro-F1. Top reported: OxiNet (0.75). 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 MESA, 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 and this protocol group.

Evaluation protocol: Four OSA severity classes (none / mild / moderate / severe) from the estimated AHI.

Sleep apnea (OSA) screening: MESA, Macro-averaged F1. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationMacro-averaged F1↑ Higher is better
1OxiNet

OxiNet (SpO₂ CNN)

Evaluation details · caveat

Site: PSG finger; SpO₂ used: yes (SpO₂ only)

Caveat: Severity from estimated AHI.

Weights: not released

0.75
2Dense temporal FCN + metamodel

Dense temporal FCN + metamodel (SpO₂-assisted)

Evaluation details · caveat

Site: PSG finger; SpO₂ used: yes (auxiliary)

Caveat: 1.18% of apnea cases called non-apneic; split not stated in abstract.

Weights: not released

0.71
32CNN-2LSTM on PPG features + SpO₂ + apnea burden

2CNN-2LSTM on PPG features + SpO₂ + apnea burden (Rinkevičius et al.)

Evaluation details · caveat

Site: PSG finger; SpO₂ used: yes

Caveat: Subject-disjoint 216/30/30; small test set, so the rank is indicative only.

0.617

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.

About the dataset

Licence: NSRR Data Access and Use Agreement

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

HTML link

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

BibTeX
@misc{chatppg_sleep_apnea_mesa_macro_f1,
  author       = {{ChatPPG}},
  title        = {{MESA macro-F1 leaderboard: sleep apnea (OSA) screening}},
  year         = {2026},
  month        = nov,
  howpublished = {\url{https://chatppg.com/research/leaderboards/sleep-apnea/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 macro-F1 leaderboard: sleep apnea (OSA) screening"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/sleep-apnea/mesa-macro-f1"
date-released: "2026-11-02"