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Exploratory Analysis of the Correlations Between Physiological and Biomechanical Variables and Performance in the CrossFit® Fran Benchmark Workout

datacite.subject.fosCiências Sociais::Ciências da Educação
datacite.subject.sdg03:Saúde de Qualidade
dc.contributor.authorMalheiro, Alexandra
dc.contributor.authorForte, Pedro
dc.contributor.authorRosell, David Rodríguez
dc.contributor.authorMarques, Diogo L.
dc.contributor.authorMarques, Mário C.
dc.date.accessioned2026-01-12T14:28:20Z
dc.date.available2026-01-12T14:28:20Z
dc.date.issued2025
dc.description.abstractThe multifactorial nature of CrossFit performance remains incompletely understood, particularly regarding sex- and experience-related physiological and biomechanical factors. Fifteen trained athletes (8 males, 7 females) completed assessments of anthropometry, estimated one-repetition maximums (bench press, back squat, deadlift), squat jump (SJ), maximal oxygen uptake (VO(2)max), ventilatory responses ( V E-center dot), and heart rate (HR). Spearman, Pearson, and partial correlations were calculated with Holm and false discovery rate (FDR) corrections. Males displayed greater body mass, lean and muscle mass, maximal strength, and aerobic capacity than females (all Holm-adjusted p < 0.01). Experienced athletes completed Fran faster than beginners despite broadly similar anthropometric and aerobic profiles. In the pooled sample, WOD time showed moderate negative relationships with estimated 1RM back squat (rho = -0.54), deadlift (rho = -0.56), and bench press (rho = -0.65) before correction; none remained significant after Holm/FDR adjustment, and partial correlations controlling for training years were further attenuated. This exploratory study provides preliminary evidence suggesting that maximal strength may contribute to Fran performance, whereas conventional aerobic measures were less influential. However, given the very small sample (n = 15, 8 males and 7 females) and the fact that no relationships remained statistically significant after correction for multiple testing, the results must be regarded as preliminary, hypothesis-generating evidence only, requiring confirmation in larger and adequately powered studies.eng
dc.description.sponsorshipThis work was funded by National Funds by FCT—Foundation for Science and Technology under the following project UID/04045: Research Center in Sports Sciences, Health Sciences, and Human Development.
dc.identifier.citationMalheiro, Alexandra; Forte, Pedro; Rodriguez Rosell, David; Marques, Diogo L.; Marques, Mario C. (2025). Exploratory Analysis of the Correlations Between Physiological and Biomechanical Variables and Performance in the CrossFit® Fran Benchmark Workout. Journal of Functional Morphology and Kinesiology. ISSN 2411-5142. 10:4, p. 1-16
dc.identifier.doi10.3390/jfmk10040387
dc.identifier.issn2411-5142
dc.identifier.urihttp://hdl.handle.net/10198/35457
dc.language.isoeng
dc.peerreviewedyes
dc.publisherMDPI
dc.relationResearch Center in Sports Sciences, Health Sciences and Human Development
dc.relation.ispartofJournal of Functional Morphology and Kinesiology
dc.rights.urihttp://creativecommons.org/licenses/by-nc/4.0/
dc.subjectCrossFit
dc.subjectMaximal strength
dc.subjectAerobic fitness
dc.subjectTraining experience
dc.subjectSex diferences
dc.subjectExploratory analysis
dc.titleExploratory Analysis of the Correlations Between Physiological and Biomechanical Variables and Performance in the CrossFit® Fran Benchmark Workouteng
dc.typejournal article
dspace.entity.typePublication
oaire.awardTitleResearch Center in Sports Sciences, Health Sciences and Human Development
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/UID%2FDTP%2F04045%2F2019/PT
oaire.citation.endPage16
oaire.citation.issue4
oaire.citation.startPage1
oaire.citation.titleJournal of Functional Morphology and Kinesiology
oaire.citation.volume10
oaire.fundingStream6817 - DCRRNI ID
oaire.versionhttp://purl.org/coar/version/c_970fb48d4fbd8a85
person.familyNameForte
person.givenNamePedro
person.identifier.ciencia-id351B-B16B-79C7
person.identifier.orcid0000-0003-0184-6780
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.nameFundação para a Ciência e a Tecnologia
relation.isAuthorOfPublication3ecc6d1b-07a4-40d7-81f4-df6fd7b3d5b0
relation.isAuthorOfPublication.latestForDiscovery3ecc6d1b-07a4-40d7-81f4-df6fd7b3d5b0
relation.isProjectOfPublication512ae2d1-6c8e-4a0e-bbdb-aeb577811865
relation.isProjectOfPublication.latestForDiscovery512ae2d1-6c8e-4a0e-bbdb-aeb577811865

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