Sleep apnea (OSA) screening leaderboard
Pediatric SDB set: AUROC
1 reported result for sleep apnea (OSA) screening on Pediatric SDB set, ranked by AUROC. 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 Pediatric SDB set, 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 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: Reference rows that do not use adult wearable PPG (ECG models, pediatric sets).
| Rank | Method & evaluation | Area under ROC↑ Higher is better |
|---|---|---|
| — | PaPaGei-S PaPaGei-S (probe, DNA-PPG benchmark) Evaluation details · caveatSignal: PPG Not ranked: Binary AHI; DNA-PPG 0.640. | 0.665 |
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
Related leaderboards
Sleep apnea (OSA) screening on other datasets
Sleep apnea (OSA) screening
Stanford enriched cohort: sensitivity
13 results
Sleep apnea (OSA) screening
Stanford enriched cohort: specificity
13 results
Sleep apnea (OSA) screening
MESA: macro-F1
3 results
Sleep apnea (OSA) screening
MESA: AHI R²
2 results
Sleep apnea (OSA) screening
Apple validation study: sensitivity (AHI ≥ 15)
1 result
Sleep apnea (OSA) screening
Apple validation study: sensitivity (AHI ≥ 30)
1 result
Sleep apnea (OSA) screening
Apple validation study: specificity
1 result
Sleep apnea (OSA) screening
APPLES: AUROC
1 result
Sleep apnea (OSA) screening
CFS: ICC
1 result
Sleep apnea (OSA) screening
CFS: macro-F1
1 result
Sleep apnea (OSA) screening
Swiss screening cohort: sensitivity
1 result
Sleep apnea (OSA) screening
Swiss screening cohort: specificity
1 result
Show 29 more leaderboards
Sleep apnea (OSA) screening
Duke Sleep Center cohort: Pearson r
1 result
Sleep apnea (OSA) screening
Kempenhaeghe clinical cohort: AUROC (AHI ≥ 15)
1 result
Sleep apnea (OSA) screening
Kempenhaeghe clinical cohort: AUROC (AHI ≥ 30)
1 result
Sleep apnea (OSA) screening
Kempenhaeghe clinical cohort: AUROC (AHI ≥ 5)
1 result
Sleep apnea (OSA) screening
Kempenhaeghe clinical cohort: Pearson r
1 result
Sleep apnea (OSA) screening
Mayo Clinic cohort: AUROC
1 result
Sleep apnea (OSA) screening
Samsung Medical Center cohort: ICC
1 result
Sleep apnea (OSA) screening
Samsung Medical Center cohort: sensitivity
1 result
Sleep apnea (OSA) screening
Samsung Medical Center cohort: specificity
1 result
Sleep apnea (OSA) screening
Stanford enriched cohort: AUROC
1 result
Sleep apnea (OSA) screening
Stanford enriched cohort: Pearson r
1 result
Sleep apnea (OSA) screening
UCI Sleep Center cohort: event-type accuracy
1 result
Sleep apnea (OSA) screening
Non-public external wrist+PSG set: ICC
1 result
Sleep apnea (OSA) screening
Sleep apnea task, long context: AUROC
1 result
Sleep apnea (OSA) screening
Multi-center enriched study: sensitivity
1 result
Sleep apnea (OSA) screening
Multi-center enriched study: specificity
1 result
Sleep apnea (OSA) screening
iSLEEPS: event AUROC
1 result
Sleep apnea (OSA) screening
MESA: event AUROC
1 result
Sleep apnea (OSA) screening
MESA: ICC
1 result
Sleep apnea (OSA) screening
MrOS: ICC
1 result
Sleep apnea (OSA) screening
MrOS: macro-F1
1 result
Sleep apnea (OSA) screening
OSASUD: macro-F1
1 result
Sleep apnea (OSA) screening
Mixed cohorts: AUROC
1 result
Sleep apnea (OSA) screening
Mixed cohorts: sensitivity
1 result
Sleep apnea (OSA) screening
Mixed cohorts: specificity
1 result
Sleep apnea (OSA) screening
SHHS1: SDB-event F1
1 result
Sleep apnea (OSA) screening
SHHS1: ICC
1 result
Sleep apnea (OSA) screening
SHHS1: macro-F1
1 result
Sleep apnea (OSA) screening
SHHS1: AHI MAE (events/h)
1 result
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, Pediatric SDB set AUROC leaderboard: sleep apnea (OSA) screening, https://chatppg.com/research/leaderboards/sleep-apnea/sdb-pediatric-auroc (CC BY 4.0)
HTML link
Source: <a href="https://chatppg.com/research/leaderboards/sleep-apnea/sdb-pediatric-auroc">ChatPPG, Pediatric SDB set AUROC 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). Pediatric SDB set AUROC leaderboard: sleep apnea (OSA) screening [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/sleep-apnea/sdb-pediatric-auroc
BibTeX
@misc{chatppg_sleep_apnea_sdb_pediatric_auroc,
author = {{ChatPPG}},
title = {{Pediatric SDB set AUROC leaderboard: sleep apnea (OSA) screening}},
year = {2026},
month = nov,
howpublished = {\url{https://chatppg.com/research/leaderboards/sleep-apnea/sdb-pediatric-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: "Pediatric SDB set AUROC leaderboard: sleep apnea (OSA) screening" authors: - name: "ChatPPG" url: "https://chatppg.com/research/leaderboards/sleep-apnea/sdb-pediatric-auroc" date-released: "2026-11-02"