Evidence map›Paper›PMID 41250175›Full record

ArticleBMC sports science, medicine & rehabilitation2025

Tracking key metrics: fluctuations in external and internal load across game quarters in collegiate basketball players.

Shaoliang Zhang, Ming Li, ShengLei Qin, Wei Xing, Zongpeng Zhai, Xing Wang

Abstract read
In one paragraph

Article in BMC sports science, medicine & rehabilitation, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
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

6 authors.

Shaoliang ZhangAthletic Performance and Data Science Laboratory, Division of Sports Science and Physical Education, Tsinghua University, 100084, Beijing, China. zslinef@mail.tsinghua.edu.cn.
Ming LiAthletic Performance and Data Science Laboratory, Division of Sports Science and Physical Education, Tsinghua University, 100084, Beijing, China.
ShengLei QinChinese Football College, Beijing Sport University, Beijing, China.
Wei XingAthletic Performance and Data Science Laboratory, Division of Sports Science and Physical Education, Tsinghua University, 100084, Beijing, China.
Zongpeng ZhaiSchool of Physical Education, Shenzhen University, Shenzhen, China. zhaizongpeng@szu.edu.cn.
Xing WangFacultad de Ciencias de la Actividad Física y del Deporte, Universidad Politécnica de Madrid, Madrid, Spain.

Funding

General Administration of Sport of China 20232000007National Social Science Fund of China 20ATY009Tsinghua University 53330000422
6 · The paper itself

Abstract

backgroundThis study aimed to explore the quarter-by-quarter variations in external and internal load and their interrelationships throughout basketball games among collegiate basketball players.

methodsThis longitudinal observational study analyzed data from 18 official games, yielding a total of 470 data points (quarter 1 (Q1): 112, Q2: 128, Q3: 122, Q4: 108) from 14 male players of the Chinese University Basketball Association. Only players without injury records who completed at least 15 min per game and 5 min per quarter in at least five games were included in the final analyses. Catapult S7 devices and Ratings of Perceived Exertion (RPE) were employed to assess both external and internal load variables. Linear mixed-effects models and repeated-measures correlations were utilized to assess differences in external and internal load between backcourt and frontcourt players, as well as to examine the relationship between RPE and objective load metrics across game quarters. Decision tree visualizations were employed to analyze load thresholds and identify key quarter-specific features that differentiate player performance.

resultsBackcourt players exhibited higher RPE (Q1: p < 0.01, ES = 0.72; Q2: p < 0.001, ES = 1.3), PlayerLoad (PL)·min

conclusionThis study highlights position-specific physical demands across game quarters in basketball, with backcourt players showing higher intensity (RPE, PL·min

Indexed as

Backcourt and frontcourt playersCollegiate male basketballExternal and internal loadGame quarters

Identifiers

PMID41250175
PMCPMC12625207

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.