Evidence map›Paper›PMID 41845491›Full record

ArticleBMC sports science, medicine & rehabilitation2026

Cold water immersion protocol optimization across exercise modalities: a systematic review and network meta-analysis of resistance training, endurance exercise, and team sport applications.

Tongwu Yu, Yahui Liu, Chuanwei Ding, Shihu Wang, Yichun Wan, Xiaoyan Fei, Daoquan Guan, Jisheng Wang, Lei Hao

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Article in BMC sports science, medicine & rehabilitation, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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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

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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

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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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

9 authors.

Tongwu YuAnhui Communications Vocational & Technical College, No. 114, Qingnian Road, Baohe District, Hefei, 230001, China.
Yahui LiuKyungwoon University, 730 Gangdong-ro, Sandong-myeon, Gumi-si, Gyeongsangbuk-do, 39160, Republic of Korea.
Chuanwei DingCapital University of Physical Education And Sports, 11 North Third Ring West Road, Haidian District, Beijing, 100191, China.
Shihu WangAnhui Communications Vocational & Technical College, No. 114, Qingnian Road, Baohe District, Hefei, 230001, China.
Yichun WanAnhui Communications Vocational & Technical College, No. 114, Qingnian Road, Baohe District, Hefei, 230001, China.
Xiaoyan FeiAnhui Communications Vocational & Technical College, No. 114, Qingnian Road, Baohe District, Hefei, 230001, China.
Daoquan GuanAnhui Communications Vocational & Technical College, No. 114, Qingnian Road, Baohe District, Hefei, 230001, China.
Jisheng WangCapital University of Physical Education And Sports, 11 North Third Ring West Road, Haidian District, Beijing, 100191, China.
Lei HaoDepartment of Physical Education and Sport, Shanghai Ocean University, No. 999, Hucheng Ring Road, Pudong New Area, Shanghai, 201306, China. 17274144015@163.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundCold water immersion (CWI) is a common method of post-exercise recovery, but the optimal protocols are not well understood. The lack of exercise-specific guidelines has caused confusion on how CWI should be implemented in various training settings. PURPOSE: To identify optimal CWI protocols in resistance training, endurance exercise, and team sport modalities and measure modality-specific effects on performance and physiological recovery indicators.

methodsWe conducted a systematic search of four databases (PubMed, Scopus, SPORTDiscus, Web of Science) of randomized controlled trials investigating the use of post-exercise CWI (≤ 20 C) in healthy athletes between January 2014 and June 2025. CWI protocols were classified based on temperature (cold: 5–8 C, moderate: 9–12 C, mild: 13–20 C ) and length (short: less than 10 min, medium: 10–15 min, long: more than 15 min). Random-effects network meta-analyses were performed using standardized mean differences (Hedges’ g) when 10 or more studies provided an outcome. Primary outcomes were modality-specific performance measures: strength and power in resistance training (confirmatory); aerobic performance and recovery in endurance exercise (confirmatory); power and strength in team sports (confirmatory). Secondary outcomes were muscle damage biomarkers and perceived recovery measures across modalities (exploratory). Surface Under the Cumulative Ranking Curve (SUCRA) values were used to evaluate treatment rankings based on effect estimates and 95% credible intervals.

resultsEighty-seven studies comprising 2,313 participants were considered. Passive recovery was highest in resistance training strength (24 studies, 598 participants, moderate certainty) with worse results in CWI protocols of medium duration and moderate temperature (Hedges’ g = 0.00, 95% CrI: -0.38 to 0.38 vs. passive). Cold-temperature long-duration protocols showed potential benefits in resistance training power (17 studies, 389 participants, LOW certainty, Hedges’ g = 0.80, 95% CrI: 0.03 to 1.57, SUCRA = 85.0%). In endurance aerobic performance (11 studies, 235 subjects, LOW certainty), cold-temperature medium-duration protocols were the most favored (SUCRA = 75.1%) but with uncertain effects (Hedges’ g = 0.17, 95% CrI: -0.71 to 1.05). In endurance recovery (17 studies, 463 participants, LOW certainty), moderate-temperature protocols exhibited non-significant trends (Hedges’ g = -0.47, 95% CrI: -0.97 to 0.04 vs. passive). In team sport power (18 studies, 418 participants, LOW certainty), cold-temperature long-duration protocols were effective (Hedges’ g = 1.00, 95% CrI: 0.10 to 1.89, SUCRA = 93.3%). Secondary exploratory findings demonstrated that moderate-temperature medium-duration protocols positively affected muscle damage biomarkers across modalities (37 studies, 862 participants; Hedges’ g = -0.51, 95% CrI: -0.86 to -0.16) and perceived recovery (47 studies, 1,114 participants; Hedges’ g = -0.66, 95% CrI: -0.98 to -0.33). Heterogeneity between studies was moderate to high across networks (τ = 0.00-0.51), and 69–85% of comparisons were based on indirect evidence using star-shaped network structures.

conclusionsIdeal CWI protocols vary significantly among exercise modalities (MODERATE to LOW certainty evidence). Passive recovery seems to be more desirable than CWI when it comes to resistance training aimed at increasing strength without disrupting adaptive responses. In endurance exercise, moderate-temperature exercise protocols (9–12 C, 10–15 min) can offer recovery effects, but the evidence is of low certainty. Uses of team sports demonstrate fluctuating impacts necessitating personalized strategies. These results question universal CWI application strategies and argue in favor of modality-specific protocol choice, but significant evidence gaps exist, especially in relation to female athletes (85% male subjects), long-term adaptations, and head-to-head protocol comparisons. PROTOCOL REGISTRATION: INPLASY202570101 (registered July 24, 2025, prior to literature search).

Indexed as

Athletic performanceCold water immersionEndurance exerciseExercise recoveryNetwork meta-analysisResistance trainingSystematic reviewTeam sports

Identifiers

PMID41845491
PMCPMC13122509

What OpenQuestion holds

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LicenceCC BY-NC-ND
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.