Evidence map›Paper›PMID 41245971›Full record

ArticleJournal of human kinetics2025

Physical Demands of Handball Referees: A Big Data Analysis between the EHF Men's and Women's EUROs 2022.

Demetrio Lozano, Antonio Cartón-Llorente, Virgilio Gilart-Iglesias, Diego Marcos-Jorquera, Carmen Manchado

Abstract read
In one paragraph

Article in Journal of human kinetics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Demetrio LozanoDepartment of Health Sciences, San Jorge University, Zaragoza, Spain.ORCID https://orcid.org/0000-0001-5443-6721
Antonio Cartón-LlorenteDepartment of Health Sciences, San Jorge University, Zaragoza, Spain.ORCID https://orcid.org/0000-0001-5551-6037
Virgilio Gilart-IglesiasDepartment of Computer Science and Technology, University of Alicante, San Vicente del Raspeig, Spain.ORCID https://orcid.org/0000-0001-7711-5357
Diego Marcos-JorqueraDepartment of Computer Science and Technology, University of Alicante, San Vicente del Raspeig, Spain.ORCID https://orcid.org/0000-0002-6560-2067
Carmen ManchadoFaculty of Education, University of Alicante, San Vicente del Raspeig, Spain.ORCID https://orcid.org/0000-0001-6448-1104

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Handball referees face significant physical demands during the games that can influence the accuracy of their decisions. The aim of this study was to compare the movement profile of the referees during the men's and women's EHF 2022 EUROs. A total of 60 referees were evaluated using a local positioning system which provided data on their total distance, pace, accelerations, decelerations, and time spent in different speed zones. To automate the proposed methodology, a system was designed based on three phases: 1) capture of information on the activities and the context of the match through sensor networks, the LPS system and WebScraping techniques; 2) information processing based on Big Data Analytics; 3) extraction of results based on a descriptive analytics approach. The analysis revealed that referees in the women's tournament covered greater total and high-speed distances, but the accelerations were greater in the men's championship. Despite these differences, the referees' running pace, analyzed in fixed 5-min time intervals, followed a similar pattern across tournaments, identifying the first 10 min of play as the most demanding scenarios. These findings highlight the importance of adapting physical training of referees according to the specific demands of each competition.

Indexed as

physical fitnessrefereeingrunning pacetime-motion analysisworst-case scenario

Identifiers

PMID41245971
PMCPMC12612826

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Registered trials

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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.