Evidence map›Paper›PMID 40868401›Full record

ReviewBioengineering (Basel, Switzerland)2025

Artificial Intelligence in Sports Biomechanics: A Scoping Review on Wearable Technology, Motion Analysis, and Injury Prevention.

Marouen Souaifi, Wissem Dhahbi, Nidhal Jebabli, Halil İbrahim Ceylan, Manar Boujabli, Raul Ioan Muntean, Ismail Dergaa

Abstract readReview
In one paragraph

Review in Bioengineering (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 50 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
50citing papers in PubMed, 2 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

50 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Trial
  4. Trial
  5. Trial
  6. Trial
  7. Review
  8. Review
  9. Article
  10. Article
  11. A Movement Description Language for Functional Training Exercise Analysis.Journal of functional morphology and kinesiology · 2026
    Article
  12. Article
  13. Article
  14. Article
  15. Article
  16. Article
  17. Review
  18. Special Issue "Biomechanical Analysis in Physical Activity and Sports-2nd Edition".Journal of functional morphology and kinesiology · 2026
    Article
  19. Article
  20. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Marouen SouaifiResearch Unit: Sport Sciences, Health and Movement, UR22JS01, High Institute of Sport and Physical Education of Kef, University of Jendouba, Kef 7100, Tunisia.ORCID 0009-0002-3387-9886
Wissem DhahbiResearch Unit: Sport Sciences, Health and Movement, UR22JS01, High Institute of Sport and Physical Education of Kef, University of Jendouba, Kef 7100, Tunisia.ORCID 0000-0001-6221-546X
Nidhal JebabliResearch Unit: Sport Sciences, Health and Movement, UR22JS01, High Institute of Sport and Physical Education of Kef, University of Jendouba, Kef 7100, Tunisia.ORCID 0000-0002-6328-4915
Halil İbrahim CeylanPhysical Education of Sports Teaching Department, Faculty of Sports Sciences, Atatürk University, 25240 Erzurum, Türkiye.ORCID 0009-0005-2214-4667
Manar BoujabliResearch Unit: Sport Sciences, Health and Movement, UR22JS01, High Institute of Sport and Physical Education of Kef, University of Jendouba, Kef 7100, Tunisia.
Raul Ioan MunteanDepartment of Physical Education and Sport, Faculty of Law and Social Sciences, University "1 Decembrie 1918" of Alba Iulia, 510009 Alba Iulia, Romania.ORCID 0000-0003-4615-6687
Ismail DergaaHigher Institute of Sport and Physical Education of Ksar-Said, University of Manouba, Manouba 2010, Tunisia.ORCID 0000-0001-8091-1856

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

automated technique assessmentbiomechanical load monitoringcomputer vision systemsethical frameworksmarkerless motion capturepredictive injury modelingwearable sensor technology

Identifiers

PMID40868401
PMCPMC12383302

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.