Predictors of Extreme Behaviors of Physical Activity Measured With Accelerometer-A Predictive Machine Learning Approach.

Jauhiainen S, Nykänen V, Äyrämö S, Vähä-Ypyä H, Tokola K, Husu P, Paloniemi R, Tapio P, Ahokas I, Kokko S, Tiitu M, Sievänen H, Vasankari T

Open source

DOI: 10.1123/jpah.2025-0443
Published: 2026 Aug 21
Container: Journal of physical activity & health
Publisher: Not recorded
Open access: unknown

Credibility signals

limited evidence Score 43/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.1123/jpah.2025-0443,
  title = {Predictors of Extreme Behaviors of Physical Activity Measured With Accelerometer-A Predictive Machine Learning Approach.},
  author = {Jauhiainen S and Nykänen V and Äyrämö S and Vähä-Ypyä H and Tokola K and Husu P and Paloniemi R and Tapio P and Ahokas I and Kokko S and Tiitu M and Sievänen H and Vasankari T},
  year = {2026},
  journal = {Journal of physical activity \& health},
  doi = {10.1123/jpah.2025-0443},
  url = {https://doi.org/10.1123/jpah.2025-0443}
}

RIS

TY  - JOUR
TI  - Predictors of Extreme Behaviors of Physical Activity Measured With Accelerometer-A Predictive Machine Learning Approach.
AU  - Jauhiainen S
AU  - Nykänen V
AU  - Äyrämö S
AU  - Vähä-Ypyä H
AU  - Tokola K
AU  - Husu P
AU  - Paloniemi R
AU  - Tapio P
AU  - Ahokas I
AU  - Kokko S
AU  - Tiitu M
AU  - Sievänen H
AU  - Vasankari T
PY  - 2026
JO  - Journal of physical activity & health
DO  - 10.1123/jpah.2025-0443
UR  - https://doi.org/10.1123/jpah.2025-0443
ER  -

APA

S, J., V, N., S, Ä., H, V., K, T., P, H., R, P., P, T., I, A., S, K., M, T., H, S., & T, V. (2026). Predictors of Extreme Behaviors of Physical Activity Measured With Accelerometer-A Predictive Machine Learning Approach.. Journal of physical activity & health. https://doi.org/10.1123/jpah.2025-0443

Source records

pubmed · retrieved 2026-09-27T10:47:42.940Z