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Sleep apnea (OSA) screening leaderboard

OSASUD: macro-F1

1 reported result for sleep apnea (OSA) screening on OSASUD, ranked by macro-F1. 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 OSASUD, 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.

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

Sleep apnea (OSA) screening: OSASUD, Macro-averaged F1. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationMacro-averaged F1↑ Higher is better
12CNN-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: Trained on MESA, tested on OSASUD unchanged; SpO₂-only baseline 0.288.

0.448

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: Not stated

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

HTML link

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

BibTeX
@misc{chatppg_sleep_apnea_osasud_macro_f1,
  author       = {{ChatPPG}},
  title        = {{OSASUD macro-F1 leaderboard: sleep apnea (OSA) screening}},
  year         = {2026},
  month        = nov,
  howpublished = {\url{https://chatppg.com/research/leaderboards/sleep-apnea/osasud-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: "OSASUD macro-F1 leaderboard: sleep apnea (OSA) screening"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/sleep-apnea/osasud-macro-f1"
date-released: "2026-11-02"