Sleep/wake detection (actigraphy-style) leaderboard

Newcastle PSG + GENEActiv both wrists (sleep clinic, 2015): specificity

Name: sleep clinic, 2015 specificity leaderboard: sleep/wake detection (actigraphy-style)
Creator: ChatPPG
License: https://creativecommons.org/licenses/by/4.0/

1 reported result for sleep/wake detection (actigraphy-style) on Newcastle PSG + GENEActiv both wrists (sleep clinic, 2015), ranked by specificity. Every row…

Last updated Nov 9, 2026

Recent changes

Nov 9, 2026
Leaderboard added with 1 result

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 Newcastle PSG + GENEActiv both wrists (sleep clinic, 2015), measured by Specificity at a stated threshold / operating point (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): Newcastle PSG + GENEActiv both wrists (sleep clinic, 2015), Specificity at a stated threshold / operating point. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	Specificity at a stated threshold / operating point↑ Higher is better
1	40 years of actigraphy in sleep medicine and… 40 years of actigraphy in sleep medicine and current state of the art algorithms Evaluation details van Hees 2015 (forearm-angle heuristic); all 28 Newcastle PSG participants, per-subject metrics averaged (Table 1): acc 76.2, sens 83.6, spec 47.5, F1 79.1 (%); ActiGraph agcounts for count algorithms Label set: 2-class, wake specificity Weights: not released Reported as of: 2026-11-09	0.475

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.

About the dataset

Newcastle PSG + GENEActiv both wrists (sleep clinic, 2015)28 subjects · IMU

Licence: CC BY 4.0

Sources on this board

40 years of actigraphy in sleep medicine and current state of the art algorithmsnpj Digital Medicine 2023 · 2023

Related leaderboards

Other metrics on Newcastle PSG + GENEActiv both wrists (sleep clinic, 2015)

Sleep/wake detection (actigraphy-style)
Newcastle PSG + GENEActiv both wrists (sleep clinic, 2015): Class F1 for one stated class , not macro
1 result

Sleep/wake detection (actigraphy-style) on other datasets

Show 2 more leaderboards

All sleep/wake detection (actigraphy-style) leaderboards

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, sleep clinic, 2015 specificity leaderboard: sleep/wake detection (actigraphy-style), https://chatppg.com/research/leaderboards/sleep-wake/newcastle-psg-specificity (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/sleep-wake/newcastle-psg-specificity">ChatPPG, sleep clinic, 2015 specificity leaderboard: sleep/wake detection (actigraphy-style)</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). sleep clinic, 2015 specificity leaderboard: sleep/wake detection (actigraphy-style) [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/sleep-wake/newcastle-psg-specificity

BibTeX

@misc{chatppg_sleep_wake_newcastle_psg_specificity,
  author       = {{ChatPPG}},
  title        = {{sleep clinic, 2015 specificity leaderboard: sleep/wake detection (actigraphy-style)}},
  year         = {2026},
  month        = nov,
  howpublished = {\url{https://chatppg.com/research/leaderboards/sleep-wake/newcastle-psg-specificity}},
  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: "sleep clinic, 2015 specificity leaderboard: sleep/wake detection (actigraphy-style)"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/sleep-wake/newcastle-psg-specificity"
date-released: "2026-11-09"