Evidence map›Paper›PMID 42644041›Full record

ArticleBiology of sport2026

Does movement efficiency differentiate performance? An analysis of competition load in elite women's padel.

Ricardo Miralles, José Guzmán, Rafael Martínez-Gallego, Diego Muñoz, Jesús Ramón-Llin

Abstract read
In one paragraph

Article in Biology of sport, 2026. 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
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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.

Ricardo MirallesResearch Group of the Valencian Community Padel Federation.
José GuzmánResearch Group on Sports Technique and Tactics, University of Valencia, Valencia, Spain.
Rafael Martínez-GallegoResearch Group of the Valencian Community Padel Federation.
Diego MuñozFaculty of Spors Sciences, University of Extremadura, Cáceres, Spain.
Jesús Ramón-LlinResearch Group of the Valencian Community Padel Federation.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Quantification of competition load provides critical information on player performance. This study aimed to analyse external loading variables in elite female padel players to establish reference values and distinguish mobility profiles between match-winning and match-losing pairs. Kinematic data were collected from 121 professional players during 34 official matches using Wimu Pro EPTS inertial devices. Descriptive analysis established normative values for elite competition: players covered a mean total distance of 3648 m (Mdn = 3317 m; IQR = 1312.50) and reached a mean maximum velocity of 14.14 km/h (Mdn = 14.17 km/h; IQR = 3.42). The median PlayerLoad was 54.04 arbitrary units (a.u.) (IQR = 23.64). Regarding high-intensity actions, players performed a median of 491 accelerations and 441 decelerations per match. Comparative analysis revealed that losing pairs covered greater total distance (Mdn = 3364 m) compared to winners (Mdn = 3103 m), though this difference was trivial and non-significant (p = 0.719; r = -0.03). Similarly, losers performed more absolute accelerations (Mdn = 525 vs. 467) and relative accelerations per hour (Mdn = 356 vs. 339; p = 0.275; r = -0.10) compared to winners. This research provides objective accelerometry-based reference values for elite women's padel. The results indicate that locomotor demands are broadly similar between winning and losing pairs. Although greater total distance and acceleration volume were noted in losing players, these differences were small and not statistically significant.

Indexed as

AccelerometeryEPTSRacquet sportSports performanceWomen’s padel

Identifiers

PMID42644041
PMCPMC13504952

What OpenQuestion holds

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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.