Energy expenditure (PAEE / calorimetry) leaderboard

oliveira-2026-lab-actigraph: mae_kcal_per_min

1 reported result for energy expenditure (PAEE / calorimetry) on oliveira-2026-lab-actigraph, ranked by mae_kcal_per_min. Every row cites its source…

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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 energy expenditure (PAEE / calorimetry) on oliveira-2026-lab-actigraph, measured by mae_kcal_per_min (lower 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.

Energy expenditure (PAEE / calorimetry): oliveira-2026-lab-actigraph, mae_kcal_per_min. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationmae_kcal_per_min↓ Lower is better
1Accelerometry-Based Machine Learning Estimation…

Accelerometry-Based Machine Learning Estimation of Energy Expenditure and Physical Activity Intensity Classification in Daily Tasks

Evaluation details

RF on non-dominant wrist; 1-s windows; features + age/sex/BMI/mass; 80/20 train-test (not LOSO). Indirect calorimetry reference.

Weights: not released

Reported as of: 2026-11-05

0.39

Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing. Latest reported row: 2026-11-05.

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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, oliveira-2026-lab-actigraph mae_kcal_per_min leaderboard: energy expenditure (PAEE / calorimetry), https://chatppg.com/research/leaderboards/energy-expenditure/oliveira-2026-lab-actigraph-mae-kcal-per-min (CC BY 4.0)

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Source: <a href="https://chatppg.com/research/leaderboards/energy-expenditure/oliveira-2026-lab-actigraph-mae-kcal-per-min">ChatPPG, oliveira-2026-lab-actigraph mae_kcal_per_min leaderboard: energy expenditure (PAEE / calorimetry)</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). oliveira-2026-lab-actigraph mae_kcal_per_min leaderboard: energy expenditure (PAEE / calorimetry) [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/energy-expenditure/oliveira-2026-lab-actigraph-mae-kcal-per-min

BibTeX
@misc{chatppg_energy_expenditure_oliveira_2026_lab_actigraph_mae_kcal_per_min,
  author       = {{ChatPPG}},
  title        = {{oliveira-2026-lab-actigraph mae_kcal_per_min leaderboard: energy expenditure (PAEE / calorimetry)}},
  year         = {2026},
  month        = nov,
  howpublished = {\url{https://chatppg.com/research/leaderboards/energy-expenditure/oliveira-2026-lab-actigraph-mae-kcal-per-min}},
  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: "oliveira-2026-lab-actigraph mae_kcal_per_min leaderboard: energy expenditure (PAEE / calorimetry)"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/energy-expenditure/oliveira-2026-lab-actigraph-mae-kcal-per-min"
date-released: "2026-11-05"