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Panic attacks and sympathetic arousal (detection, forecasting, continuous level, recovery) leaderboard

Jang: AUROC (All features)

3 reported results for panic attacks and sympathetic arousal (detection, forecasting, continuous level, recovery) on Jang (All features), ranked by AUROC. Top…

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  1. Leaderboard added with 3 results

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 panic attacks and sympathetic arousal (detection, forecasting, continuous level, recovery) on Jang, 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.

Evaluation protocol: Jang 2024: open Fitbit panic set, next-day panic (43 outpatients)

Panic attacks and sympathetic arousal (detection, forecasting, continuous level, recovery): Jang, Area under ROC. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationArea under ROC↑ Higher is better
1XGBoost
Evaluation details · caveat

Site: wrist

Caveat: Not subject-independent; 3,969 day points, 254 with panic; accuracy 0.919.

0.905 (95% CI 0.885–0.924)
2GradientBoost
Evaluation details · caveat

Site: wrist

Caveat: Same.

0.826
3Random forest
Evaluation details · caveat

Site: wrist

Caveat: Same.

0.730

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.

Related leaderboards

Other metrics on Jang

Panic attacks and sympathetic arousal (detection, forecasting, continuous level, recovery) on other datasets

Data and submissions

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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, Jang AUROC leaderboard (All features): panic attacks and sympathetic arousal (detection, forecasting, continuous level, recovery), https://chatppg.com/research/leaderboards/panic-sympathetic-arousal/jang-auroc-all-features (CC BY 4.0)

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Source: <a href="https://chatppg.com/research/leaderboards/panic-sympathetic-arousal/jang-auroc-all-features">ChatPPG, Jang AUROC leaderboard (All features): panic attacks and sympathetic arousal (detection, forecasting, continuous level, recovery)</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). Jang AUROC leaderboard (All features): panic attacks and sympathetic arousal (detection, forecasting, continuous level, recovery) [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/panic-sympathetic-arousal/jang-auroc-all-features

BibTeX
@misc{chatppg_panic_sympathetic_arousal_jang_auroc_all_features,
  author       = {{ChatPPG}},
  title        = {{Jang AUROC leaderboard (All features): panic attacks and sympathetic arousal (detection, forecasting, continuous level, recovery)}},
  year         = {2026},
  month        = nov,
  howpublished = {\url{https://chatppg.com/research/leaderboards/panic-sympathetic-arousal/jang-auroc-all-features}},
  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: "Jang AUROC leaderboard (All features): panic attacks and sympathetic arousal (detection, forecasting, continuous level, recovery)"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/panic-sympathetic-arousal/jang-auroc-all-features"
date-released: "2026-11-05"