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Sleep/wake detection (actigraphy-style) leaderboard

raine-newcastle-internal-yuan-2024: F1

1 reported result for sleep/wake detection (actigraphy-style) on raine-newcastle-internal-yuan-2024, ranked by F1. Every row cites its source publication.

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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 sleep/wake detection (actigraphy-style) on raine-newcastle-internal-yuan-2024, measured by F1 score (averaging not stated in the source; e.g. FEEL "average F1"). Neutral public label — never ranked with `macro_f1` or `f1`. Use `macro_f1` / `F1 (macro)` only when the paper states macro averaging (higher is better). Each number is copied from the publication cited in its row, and ranks apply only within this dataset and metric.

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.

Sleep/wake detection (actigraphy-style): raine-newcastle-internal-yuan-2024, F1 score (averaging not stated in the source; e.g. FEEL "average F1"). Neutral public label — never ranked with `macro_f1` or `f1`. Use `macro_f1` / `F1 (macro)` only when the paper states macro averaging. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationF1 score (averaging not stated in the source; e.g. FEEL "average F1"). Neutral public label — never ranked with `macro_f1` or `f1`. Use `macro_f1` / `F1 (macro)` only when the paper states macro averaging↑ Higher is better
1Self-supervised learning of accelerometer data…

Self-supervised learning of accelerometer data provides new insights for sleep and its association with mortality

Evaluation details · open weights

Internal validation, subject-wise 5-fold CV, 1113 PSG nights (Raine Gen1+Gen2, Newcastle); subject-wise F1 0.75 ± 0.1; averaging not stated in main text

Label set: 2-class sleep/wake

Weights: open

Reported as of: 2026-11-09

0.75

Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing. Latest reported row: 2026-11-09.

Sources on this board

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Data and submissions

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Source: ChatPPG, raine-newcastle-internal-yuan-2024 F1 leaderboard: sleep/wake detection (actigraphy-style), https://chatppg.com/research/leaderboards/sleep-wake/raine-newcastle-internal-yuan-2024-f1-score (CC BY 4.0)

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Source: <a href="https://chatppg.com/research/leaderboards/sleep-wake/raine-newcastle-internal-yuan-2024-f1-score">ChatPPG, raine-newcastle-internal-yuan-2024 F1 leaderboard: sleep/wake detection (actigraphy-style)</a> (<a href="https://creativecommons.org/licenses/by/4.0/" rel="license">CC BY 4.0</a>)

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APA

ChatPPG. (2026). raine-newcastle-internal-yuan-2024 F1 leaderboard: sleep/wake detection (actigraphy-style) [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/sleep-wake/raine-newcastle-internal-yuan-2024-f1-score

BibTeX
@misc{chatppg_sleep_wake_raine_newcastle_internal_yuan_2024_f1_score,
  author       = {{ChatPPG}},
  title        = {{raine-newcastle-internal-yuan-2024 F1 leaderboard: sleep/wake detection (actigraphy-style)}},
  year         = {2026},
  month        = nov,
  howpublished = {\url{https://chatppg.com/research/leaderboards/sleep-wake/raine-newcastle-internal-yuan-2024-f1-score}},
  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: "raine-newcastle-internal-yuan-2024 F1 leaderboard: sleep/wake detection (actigraphy-style)"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/sleep-wake/raine-newcastle-internal-yuan-2024-f1-score"
date-released: "2026-11-09"