Evidence map›Paper›PMID 40414949›Full record

ArticleScientific reports2025

Skeletal age prediction models by maturity status in male soccer players.

Luis Alberto Flores, Christopher McLaren-Towlson, Lidia G De León, Fabiana Bonito, Pedro Mil-Homens, Iván Peña-González, Maria Isabel Fragoso

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed, 1 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

2 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. 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.

Luis Alberto FloresFaculty of Physical Culture Sciences, Autonomous University of Chihuahua, Chihuahua, Mexico.
Christopher McLaren-TowlsonUniversity of Hull, Hull, UK.
Lidia G De LeónFaculty of Physical Culture Sciences, Autonomous University of Chihuahua, Chihuahua, Mexico.
Fabiana BonitoLaboratory of Physiology and Biochemistry of Exercise, Faculdade de Motricidade Humana, CIPER, Universidade de Lisboa, Lisbon, Portugal.
Pedro Mil-HomensNeuromuscular Research Lab, Faculdade de Motricidade Humana, CIPER, Universidade de Lisboa, Lisbon, Portugal.
Iván Peña-GonzálezSports Research Centre, Department of Sport Sciences), Miguel Hernández University of Elche, Alicante, Spain.
Maria Isabel FragosoLaboratory of Physiology and Biochemistry of Exercise, Faculdade de Motricidade Humana, CIPER, Universidade de Lisboa, Lisbon, Portugal. ifragoso@fmh.ulisboa.pt.

Funding

Fundação para a Ciência e a Tecnologia 2023.05163.BDFundação para a Ciência e a Tecnologia UIDB/00447/2020
6 · The paper itself

Abstract

This study focus is to develop a new model to estimate skeletal age (SA) as a function of the state of biological maturation in male soccer players, and to propose cut-off points to classify the state of biological maturation based on the percentage of adult height (PAH). SA was determined in 747 Portuguese male soccer players, using the Tanner-Whitehouse (TW) 3 method, and PAH was predicted by TW3 (P-TW3) and Khamis-Roche (P-KR) methods. Subsequently, the sensitivity and specificity of the P-TW3 were estimated to classify late, on-time and early maturers to obtain cut-off points, by age; and to develop specific equations for each maturation stage. Both the model using P-TW3 and the model using P-KR showed a SA predictive capacity of 93%. The average differences were similar to zero. P-TW3 cutoff points were established by ROC curve analysis to identify late and early maturers according to their SA. Following, predictive models were developed to estimate SA according to maturity status. The predictive capacity of the models was 87.3% in late maturers, 92.3% in on-time maturers and 93.5% in early maturers. The prediction models are a reliable and cost-effective method to estimate SA in male soccer players.

Indexed as

Age Determination by SkeletonAthletesSoccerAdolescentAdultBody HeightHumansMaleROC CurveYoung AdultBiological maturityPercentage of adult heightSkeletal ageSoccer players

Identifiers

PMID40414949
PMCPMC12104434

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.