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      Physical determinants of daily physical activity in older men and women

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          Abstract

          Introduction

          The ability to perform bodily movement varies in ageing men and women. We investigated whether physical fitness may explain sex differences in daily physical activity energy expenditure (PAEE) among older people.

          Methods

          In this cross-sectional study, a population-based cohort of 75, 80, and 85-year-old men and women (n = 409, 62% women) underwent laboratory-based assessment of walking speed, maximal knee extension strength, and body fat percentage. Free-living physical activity was assessed as total PAEE, and light (LPA) and moderate-to-vigorous physical activity (MVPA) using individually calibrated combined accelerometry and heart rate sensing. Path modelling was used to examine indirect associations between sex, physical fitness, and physical activity.

          Results

          Men had better physical fitness and higher overall PAEE (mean 34.0 (SD 10.8) kJ/kg/day) than women (28.3 (8.4) kJ/kg/day, p<0.001). The path model for PAEE explained 33% of the variance. The direct association between sex and PAEE was non-significant, whereas the association between sex and PAEE mediated by body fat (β = 0.20, p<0.001) and walking speed (β = 0.05, p = 0.001) were statistically significant. Similarly, associations between sex and MVPA mediated by body fat (β = 0.11, p = 0.002) and walking speed (β = 0.05, p = 0.001) were significant, as were the associations between sex and LPA mediated by body fat (β = 0.24, p<0.001) and walking speed (β = 0.03, p = 0.019).

          Conclusion

          Differences in physical activity between men and women may reflect underlying differences in cardiorespiratory fitness and adiposity. These results highlight the importance of maintaining physical fitness to support active living in older adults.

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          Most cited references38

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          2011 Compendium of Physical Activities: a second update of codes and MET values.

          The Compendium of Physical Activities was developed to enhance the comparability of results across studies using self-report physical activity (PA) and is used to quantify the energy cost of a wide variety of PA. We provide the second update of the Compendium, called the 2011 Compendium. The 2011 Compendium retains the previous coding scheme to identify the major category headings and specific PA by their rate of energy expenditure in MET. Modifications in the 2011 Compendium include cataloging measured MET values and their source references, when available; addition of new codes and specific activities; an update of the Compendium tracking guide that links information in the 1993, 2000, and 2011 compendia versions; and the creation of a Web site to facilitate easy access and downloading of Compendium documents. Measured MET values were obtained from a systematic search of databases using defined key words. The 2011 Compendium contains 821 codes for specific activities. Two hundred seventeen new codes were added, 68% (561/821) of which have measured MET values. Approximately half (317/604) of the codes from the 2000 Compendium were modified to improve the definitions and/or to consolidate specific activities and to update estimated MET values where measured values did not exist. Updated MET values accounted for 73% of all code changes. The Compendium is used globally to quantify the energy cost of PA in adults for surveillance activities, research studies, and, in clinical settings, to write PA recommendations and to assess energy expenditure in individuals. The 2011 Compendium is an update of a system for quantifying the energy cost of adult human PA and is a living document that is moving in the direction of being 100% evidence based.
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            A real-time QRS detection algorithm.

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              Statistical Power Analysis for the Behavioral Sciences

              Statistical Power Analysis for the Behavioral Sciences, Revised Edition emphasizes the importance of statistical power analysis. This edition discusses the concepts and types of power analysis, t test for means, significance of a product moment rs, and differences between correlation coefficients. The test that a proportion is .50 and sign test, differences between proportions, and chi-square tests for goodness of fit and contingency tables are also elaborated. This text likewise covers the F tests of variance proportions in multiple regression/correlation analysis and computational procedures. This publication is intended for behavioral and biosocial scientists who use statistical inference, but also serves as a supplementary textbook for intermediate level courses in applied statistics in behavioral/biosocial science.
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                Author and article information

                Contributors
                Role: ConceptualizationRole: Data curationRole: Formal analysisRole: Funding acquisitionRole: InvestigationRole: MethodologyRole: Project administrationRole: SoftwareRole: SupervisionRole: VisualizationRole: Writing – original draftRole: Writing – review & editing
                Role: Data curationRole: Formal analysisRole: Writing – review & editing
                Role: Formal analysisRole: MethodologyRole: Writing – review & editing
                Role: Formal analysisRole: Writing – review & editing
                Role: SoftwareRole: Writing – review & editing
                Role: SoftwareRole: Writing – review & editing
                Role: Data curationRole: Writing – review & editing
                Role: Data curationRole: Writing – review & editing
                Role: Formal analysisRole: Writing – review & editing
                Role: Data curationRole: Writing – review & editing
                Role: Data curationRole: Writing – review & editing
                Role: Data curationRole: Writing – review & editing
                Role: ConceptualizationRole: Funding acquisitionRole: SupervisionRole: Writing – review & editing
                Role: MethodologyRole: SoftwareRole: SupervisionRole: Writing – review & editing
                Role: Editor
                Journal
                PLoS One
                PLoS One
                plos
                PLOS ONE
                Public Library of Science (San Francisco, CA USA )
                1932-6203
                3 February 2025
                2025
                : 20
                : 2
                : e0314456
                Affiliations
                [1 ] Faculty of Sport and Health Sciences and Gerontology Research Center, University of Jyväskylä, Jyväskylä, Finland
                [2 ] MRC Epidemiology Unit, University of Cambridge, Cambridge, United Kingdom
                [3 ] Department of Technical Physics, University of Eastern Finland, Kuopio, Finland
                [4 ] Department of Emergency Care, Kuopio University Hospital, Kuopio, Finland
                [5 ] Seinäjoki University of Applied Sciences, Seinäjoki, Finland
                [6 ] Wellbeing Region of Central Finland/Wellbeing Services County of Central Finland, Finland
                [7 ] University Medical Center Groningen, Center for Human Movement Sciences, University of Groningen, Groningen, the Netherlands
                University of Bourgogne France Comté, FRANCE
                Author notes

                Competing Interests: The authors have declared that no competing interests exist.

                Author information
                https://orcid.org/0000-0003-1372-2304
                https://orcid.org/0000-0002-3809-153X
                https://orcid.org/0000-0003-0085-8771
                https://orcid.org/0000-0002-5205-9616
                Article
                PONE-D-24-17450
                10.1371/journal.pone.0314456
                11790164
                39899499
                8cfd312f-18ea-4795-bbf5-c5addf1eefa8
                © 2025 Karavirta et al

                This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

                History
                : 30 May 2024
                : 12 November 2024
                Page count
                Figures: 4, Tables: 3, Pages: 16
                Funding
                Funded by: funder-id http://dx.doi.org/10.13039/100019180, HORIZON EUROPE European Research Council;
                Award ID: 693045
                Award Recipient :
                Funded by: funder-id http://dx.doi.org/10.13039/100010114, Yrjö Jahnssonin Säätiö;
                Award ID: 20197183
                Award Recipient :
                Funded by: funder-id http://dx.doi.org/10.13039/501100002341, Academy of Finland;
                Award ID: 339391
                Award Recipient :
                Funded by: funder-id http://dx.doi.org/10.13039/501100002341, Academy of Finland;
                Award ID: 346462
                Award Recipient :
                Funded by: Academy of Finland
                Award ID: 321336, 328818, 352653
                Award Recipient :
                Funded by: funder-id http://dx.doi.org/10.13039/501100000265, Medical Research Council;
                Award ID: MC_UU_00006/4
                Award Recipient :
                Funded by: funder-id http://dx.doi.org/10.13039/501100018956, NIHR Cambridge Biomedical Research Centre;
                Award ID: NIHR203312, IS-BRC-1215-20014
                Award Recipient :
                Funded by: funder-id http://dx.doi.org/10.13039/501100004037, Juho Vainion Säätiö;
                Award Recipient :
                This work was supported by the European Research Council (grant number 693045 to TaR), Yrjö Jahnsson Foundation (grant number 20197183 to LK), and the Academy of Finland (grant numbers 339391 and 346462 to LK, and 321336, 328818, and 352653 to TiR). KW, TG, and SB were funded by the UK Medical Research Council (MC_UU_00006/4) and the NIHR Cambridge Biomedical Research Centre (NIHR203312 and IS-BRC-1215-20014). The content of this publication does not reflect the official opinion of the funders. Responsibility for the information and views expressed in the publication lies entirely with the authors. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
                Categories
                Research Article
                Medicine and Health Sciences
                Public and Occupational Health
                Physical Activity
                Biology and Life Sciences
                Anatomy
                Biological Tissue
                Connective Tissue
                Adipose Tissue
                Medicine and Health Sciences
                Anatomy
                Biological Tissue
                Connective Tissue
                Adipose Tissue
                Biology and Life Sciences
                Physiology
                Biological Locomotion
                Walking
                Medicine and Health Sciences
                Public and Occupational Health
                Physical Activity
                Physical Fitness
                Biology and Life Sciences
                Biochemistry
                Bioenergetics
                Research and Analysis Methods
                Bioassays and Physiological Analysis
                Electrophysiological Techniques
                Cardiac Electrophysiology
                Electrocardiography
                Medicine and Health Sciences
                Public and Occupational Health
                Physical Activity
                Physical Fitness
                Exercise
                Medicine and Health Sciences
                Sports and Exercise Medicine
                Exercise
                Biology and Life Sciences
                Sports Science
                Sports and Exercise Medicine
                Exercise
                Medicine and Health Sciences
                Cardiology
                Heart Rate
                Custom metadata
                We are committed to ensuring the privacy and protection of all personal data in compliance with General Data Protection Regulation requirements and in accordance with the participants’ written informed consent. Pseudonymised data are available to external collaborators upon reasonable request under the terms of data protection regulation. To request the data please contact Professor Taina Rantanen ( taina.rantanen@ 123456jyu.fi ).

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