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Sleep apnea (OSA) screening leaderboard

UCI Sleep Center cohort: event-type accuracy

1 reported result for sleep apnea (OSA) screening on UCI Sleep Center cohort, ranked by event-type accuracy. 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 UCI Sleep Center cohort, measured by Event-type accuracy (4 classes) (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: Detection or typing of individual respiratory events.

Sleep apnea (OSA) screening: UCI Sleep Center cohort, Event-type accuracy (4 classes). Reported rankings; evaluation protocols may differ.
RankMethod & evaluationEvent-type accuracy (4 classes)↑ Higher is better
—ViT on finger PPG + respiratory flow + effort

ViT on finger PPG + respiratory flow + effort (Kazemi et al.)

Evaluation details · caveat

Site: finger + PSG respiratory; SpO₂ used: no

Not ranked: 4-class event type; weighted F1 0.74, kappa 0.58; subject-disjoint 86/18/18; uses respiratory channels.

0.74

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.

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, UCI Sleep Center cohort event-type accuracy leaderboard: sleep apnea (OSA) screening, https://chatppg.com/research/leaderboards/sleep-apnea/clinical-uci-accuracy-event-type (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/sleep-apnea/clinical-uci-accuracy-event-type">ChatPPG, UCI Sleep Center cohort event-type accuracy 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). UCI Sleep Center cohort event-type accuracy leaderboard: sleep apnea (OSA) screening [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/sleep-apnea/clinical-uci-accuracy-event-type

BibTeX
@misc{chatppg_sleep_apnea_clinical_uci_accuracy_event_type,
  author       = {{ChatPPG}},
  title        = {{UCI Sleep Center cohort event-type accuracy leaderboard: sleep apnea (OSA) screening}},
  year         = {2026},
  month        = nov,
  howpublished = {\url{https://chatppg.com/research/leaderboards/sleep-apnea/clinical-uci-accuracy-event-type}},
  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: "UCI Sleep Center cohort event-type accuracy leaderboard: sleep apnea (OSA) screening"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/sleep-apnea/clinical-uci-accuracy-event-type"
date-released: "2026-11-02"