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Multivariate statistical assessment of predictors of firefighters' muscular and aerobic work capacity
Umeå University, Faculty of Medicine, Department of Surgical and Perioperative Sciences, Sports Medicine. Winternet, Boden, Sweden.ORCID iD: 0000-0002-2339-6381
Umeå University, Faculty of Science and Technology, Department of Chemistry.
Umeå University, Faculty of Medicine, Department of Surgical and Perioperative Sciences, Sports Medicine. Winternet, Boden, Sweden.ORCID iD: 0000-0002-8436-2476
2015 (English)In: PLOS ONE, E-ISSN 1932-6203, Vol. 10, no 3, article id e0118945Article in journal (Refereed) Published
Abstract [en]

Physical capacity has previously been deemed important for firefighters physical work capacity, and aerobic fitness, muscular strength, and muscular endurance are the most frequently investigated parameters of importance. Traditionally, bivariate and multivariate linear regression statistics have been used to study relationships between physical capacities and work capacities among firefighters. An alternative way to handle datasets consisting of numerous correlated variables is to use multivariate projection analyses, such as Orthogonal Projection to Latent Structures. The first aim of the present study was to evaluate the prediction and predictive power of field and laboratory tests, respectively, on firefighters’ physical work capacity on selected work tasks. Also, to study if valid predictions could be achieved without anthropometric data. The second aim was to externally validate selected models. The third aim was to validate selected models on firefighters’ and on civilians’. A total of 38 (26 men and 12 women) + 90 (38 men and 52 women) subjects were included in the models and the external validation, respectively. The best prediction (R2) and predictive power (Q2) of Stairs, Pulling, Demolition, Terrain, and Rescue work capacities included field tests (R2 = 0.73 to 0.84, Q2 = 0.68 to 0.82). The best external validation was for Stairs work capacity (R2 = 0.80) and worst for Demolition work capacity (R2 = 0.40). In conclusion, field and laboratory tests could equally well predict physical work capacities for firefighting work tasks, and models excluding anthropometric data were valid. The predictive power was satisfactory for all included work tasks except Demolition.

Place, publisher, year, edition, pages
Public Library of Science , 2015. Vol. 10, no 3, article id e0118945
Keywords [en]
Job performance, physical fitness, workload, physical standards, muscle force, aerobic capacity, SIMCA
National Category
Sport and Fitness Sciences
Identifiers
URN: urn:nbn:se:umu:diva-88727DOI: 10.1371/journal.pone.0118945ISI: 000351183500054PubMedID: 25775243Scopus ID: 2-s2.0-84924943821OAI: oai:DiVA.org:umu-88727DiVA, id: diva2:716961
Note

Originally included in thesis in manuscript form. 

Available from: 2014-05-13 Created: 2014-05-13 Last updated: 2025-02-11Bibliographically approved
In thesis
1. Firefighters' physical work capacity
Open this publication in new window or tab >>Firefighters' physical work capacity
2014 (English)Doctoral thesis, comprehensive summary (Other academic)
Alternative title[sv]
Brandmäns fysiska arbetskapacitet
Abstract [en]

The overall aim of this thesis was to identify valid, simple, and inexpensive physical tests that can be used for evaluation of firefighters’ physical work capacity. Paper I included fulltime- and part-time firefighters (n = 193), aged 20-60 years. Perceived physical demands of firefighting work tasks were ranked, and comparisons between subject groups rating were done with the Mann Whitney U-test and Binominal test. Papers II and III included male firefighters and civilian men and women (n = 38), aged 24-57 years. Laboratory and field tests of aerobic fitness, muscle strength and endurance, balance, and simulated firefighting work tasks were performed. Physical capacity comparisons between subject groups were done and bivariate correlations between physical tests and work capacity in the simulated firefighting work tasks analyzed. Paper IV included the same subjects as in Paper II-III (training-set), and additional 90 subjects (prediction-set), aged 20-50 years. Laboratory and field tests of aerobic fitness, muscle strength and endurance and balance, and simulated firefighting work tasks were included. Data from the training-set was used to build models for prediction of firefighters’ physical work capacity, using multivariate statistic. The prediction-set was used to externally validate the selected models. Several work tasks were rated as physically demanding and significant differences (p < 0.05) in ratings were found between full-time and part-time firefighters (Paper I). Significant differences were found between subject groups in physical capacity, and work capacity (p < 0.01) (Paper II-IV). Both laboratory and field tests were significantly (p < 0.01) correlated with work capacity time (Paper II-III). The prediction (R2) and predictive power (Q2) of firefighters’ work capacity (Carrying hose baskets upstairs, Hose pulling, Demolition at or after a fire, Victim rescue, and Carrying hose baskets over terrain) was R2 = 0.74 to 0.91, and Q2 = 0.65 to 0.85, and the external validation ranged between R2: 0.38 to 0.80 (Paper IV).

In conclusion, rowing 500 m (s), maximal handgrip strength (kg), endurance bench press (n), running 3000 m (s and s scaled to body weight) upright barbell row (n) and standing broad jump (m) together provides valid information about firefighters’ physical work capacity. 

Place, publisher, year, edition, pages
Umeå: Umeå Universitet, 2014. p. 67
Series
Umeå University medical dissertations, ISSN 0346-6612 ; 1652
Keywords
Physical demands, performance, work capacity, aerobic fitness, anaerobic fitness, muscle strength, muscle endurance, balance, ergonomics, physical testing, SIMCA
National Category
Sport and Fitness Sciences
Identifiers
urn:nbn:se:umu:diva-88729 (URN)978-91-7601-054-9 (ISBN)
Public defence
2014-06-13, Biologihuset, Rum A 201, Umeå Universitet, Umeå, 13:00 (English)
Opponent
Supervisors
Available from: 2014-05-23 Created: 2014-05-13 Last updated: 2025-02-11Bibliographically approved

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Lindberg, Ann-SofieAntti, HenrikMalm, Christer

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