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Ren Z, Zhang Y, Drenowatz C, Eather N, Hong J, Wang L, Yan J, Chen S. How many adults have sufficient muscle-strengthening exercise and the associated factors: A systematic review consisting of 2,629,508 participants. J Exerc Sci Fit 2024; 22:359-368. [PMID: 39040428 PMCID: PMC11261455 DOI: 10.1016/j.jesf.2024.06.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Revised: 03/19/2024] [Accepted: 06/15/2024] [Indexed: 07/24/2024] Open
Abstract
Purpose The aim of this systematic review was to (1) estimate the prevalence of adhering to the MSE guidelines (at least 2 times/days a week) among adults; and (2) synthesize evidence on the correlates of adhering to the MSE guidelines. Methods Five electronic databases were searched (March 2022), with a total of 30 observational studies consisting of 2,629,508 participants meeting the eligibility criteria. A meta-analysis was conducted to pool the prevalence of adhering to the MSE guidelines using the results of 21 eligible studies (study aim 1); and data reporting correlates of adhering to the MSE guidelines using 12 eligible studies were synthesized and categorized based on the Socioecological Model Framework (study aim 2). Results Overall, 22.8 % (95%CI: 18.18 % ─ 27.77 %) of adults adhered to the MSE guidelines, and 23 potential correlates at five levels were examined. Five variables (i.e., sex, age, education level, socioeconomic status) at the sociodemographic level and two variables (i.e., body mass index, self-rated health) at the physical related level were identified as consistent correlates, but displaying weak to moderate association strengths. Conclusions Less than a quarter of adults meet the MSE guidelines and multidimensional correlates are associated with the adherence to the guidelines, particularly sociodemographic correlates (e.g., sex, age, and educational level). Findings highlight the need to further promote the importance of engaging in MSE among adults and investing effective interventions that not only provide opportunities for MSE for adults, but also facilitate the development of skills and confidence to engage in MSE.
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Affiliation(s)
- Zhanbing Ren
- School of Physical Education and Sport, Shenzhen University, Shenzhen, China
| | - Yanjie Zhang
- Physical Education Unit, School of Humanities and Social Science, The Chinese University of Hong Kong—Shenzhen, Shenzhen, China
| | - Clemens Drenowatz
- Division of Sport, Physical Activity and Health, University of Education Upper Austria, 4020, Linz, Austria
| | - Narelle Eather
- Centre for Active Living and Learning, University of Newcastle, Callaghan, NSW, Australia
- College of Human and Social Futures, University of Newcastle, Callaghan, NSW, Australia
| | - Jintao Hong
- Shanghai Research Institute of Sports Science (Shanghai Anti-Doping Agency), Shanghai, China
| | - Lei Wang
- School of Physical Education and Sport Training, Shanghai University of Sport, Shanghai, China
| | - Jin Yan
- Centre for Active Living and Learning, University of Newcastle, Callaghan, NSW, Australia
- College of Human and Social Futures, University of Newcastle, Callaghan, NSW, Australia
| | - Sitong Chen
- School of Physical Education and Sport, Shenzhen University, Shenzhen, China
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Kompf J, Rhodes R. Differential correlates for aerobic physical activity and resistance training: a systematic review. PSYCHOL HEALTH MED 2023; 28:2777-2797. [PMID: 36373398 DOI: 10.1080/13548506.2022.2142617] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/21/2022] [Accepted: 10/21/2022] [Indexed: 11/16/2022]
Abstract
Worldwide, physical inactivity is a major public health concern. Both aerobic physical activity (PA) and resistance training (RT) are forms of exercise that provide numerous health benefits. The present systematic review aimed to examine the evidence among studies that have formally compared the correlates of both aerobic PA and RT in the same sample. Literature searchers were concluded in April 2022 using four common databases. Eligible studies were selected from English language peer-reviewed journals which reported at least a bivariate correlation between the correlate and aerobic PA and RT. Findings were grouped by the correlate in accordance with the capability, opportunity, motivation, behavior (COM-B) model. The analysis identified 18 studies with 16 independent samples. Overall, evidence suggest that there are many similarities between aerobic PA and RT participation. There were positive associations for both aerobic PA and RT for physical and psychological capabilities, reflective and reflexive motivation. There were mixed associations for environmental opportunities, and social opportunities had no association for aerobic PA but mixed evidence for RT. The analyses emphasized that comparative research is lacking in certain areas, principally for environmental opportunity and reflexive motivation.
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Affiliation(s)
| | - Ryan Rhodes
- University of Victoria, Victoria, BC, Canada
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Buchmann M, Jordan S, Loer AKM, Finger JD, Domanska OM. Motivational readiness for physical activity and health literacy: results of a cross-sectional survey of the adult population in Germany. BMC Public Health 2023; 23:331. [PMID: 36788515 PMCID: PMC9930360 DOI: 10.1186/s12889-023-15219-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2022] [Accepted: 02/06/2023] [Indexed: 02/16/2023] Open
Abstract
BACKGROUND Health literacy, defined as the knowledge, motivation, and competences to use health information to improve health and well-being, is associated with regular physical activity. However, there is limited evidence on whether health literacy is also related to the motivational readiness for physical activity in a general population. The aim of this study was to investigate whether motivational readiness for leisure-time physical activity is associated with health literacy. METHODS Analyses were based on data of 21,895 adults from the cross-sectional German Health Update and European Health Interview Survey 2014/2015 (GEDA 2014/2015-EHIS). Motivational readiness for leisure-time physical activity was assessed with stages of change for physical activity with a set of validated items. It was then classified, according to an established algorithm, into five stages: precontemplation, contemplation, preparation, action, and maintenance. Health literacy was measured with the short form of the European Health Literacy Survey Questionnaire (HLS-EU-Q16) and categorised as low, medium, and high. For bivariate and multinomial logistic regression analyses, the stages were categorised in three phases as: (1) no intention (precontemplation), (2) planning (contemplation or preparation), and (3) in activity (action or maintenance). The models were adjusted for sex, age, education, health consciousness, self-efficacy, and self-perceived general health status. RESULTS High compared to low health literacy was associated with a 1.65-times (95% CI = 1.39-1.96) greater probability of being in activity than planning. High compared to low health literacy was associated with a reduced risk of having no intention to change physical activity behaviour (relative risk ratio, RRR = 0.84, 95% CI = 0.75-0.95). The associations persisted after adjusting for covariates. CONCLUSION High health literacy was positively associated with more advanced phases of motivational readiness for leisure-time physical activity. Therefore, taking health literacy into account in interventions to promote motivational readiness for leisure-time physical activity could be a useful approach.
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Affiliation(s)
- Maike Buchmann
- Department of Epidemiology and Health Monitoring, Robert Koch Institute, Nordufer 20, 13353, Berlin, Germany.
| | - Susanne Jordan
- grid.13652.330000 0001 0940 3744Department of Epidemiology and Health Monitoring, Robert Koch Institute, Nordufer 20, 13353 Berlin, Germany
| | - Anne-Kathrin Mareike Loer
- grid.13652.330000 0001 0940 3744Department of Epidemiology and Health Monitoring, Robert Koch Institute, Nordufer 20, 13353 Berlin, Germany
| | - Jonas David Finger
- Senate Department for Higher Education and Research, Long-Term Care and Gender Equality, Department of Health, Oranienstraße 106, 10969 Berlin, Germany
| | - Olga Maria Domanska
- grid.13652.330000 0001 0940 3744Department of Epidemiology and Health Monitoring, Robert Koch Institute, Nordufer 20, 13353 Berlin, Germany
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Nuzzo JL. Narrative Review of Sex Differences in Muscle Strength, Endurance, Activation, Size, Fiber Type, and Strength Training Participation Rates, Preferences, Motivations, Injuries, and Neuromuscular Adaptations. J Strength Cond Res 2023; 37:494-536. [PMID: 36696264 DOI: 10.1519/jsc.0000000000004329] [Citation(s) in RCA: 42] [Impact Index Per Article: 42.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
ABSTRACT Nuzzo, JL. Narrative review of sex differences in muscle strength, endurance, activation, size, fiber type, and strength training participation rates, preferences, motivations, injuries, and neuromuscular adaptations. J Strength Cond Res 37(2): 494-536, 2023-Biological sex and its relation with exercise participation and sports performance continue to be discussed. Here, the purpose was to inform such discussions by summarizing the literature on sex differences in numerous strength training-related variables and outcomes-muscle strength and endurance, muscle mass and size, muscle fiber type, muscle twitch forces, and voluntary activation; strength training participation rates, motivations, preferences, and practices; and injuries and changes in muscle size and strength with strength training. Male subjects become notably stronger than female subjects around age 15 years. In adults, sex differences in strength are more pronounced in upper-body than lower-body muscles and in concentric than eccentric contractions. Greater male than female strength is not because of higher voluntary activation but to greater muscle mass and type II fiber areas. Men participate in strength training more frequently than women. Men are motivated more by challenge, competition, social recognition, and a desire to increase muscle size and strength. Men also have greater preference for competitive, high-intensity, and upper-body exercise. Women are motivated more by improved attractiveness, muscle "toning," and body mass management. Women have greater preference for supervised and lower-body exercise. Intrasexual competition, mate selection, and the drive for muscularity are likely fundamental causes of exercise behaviors in men and women. Men and women increase muscle size and strength after weeks of strength training, but women experience greater relative strength improvements depending on age and muscle group. Men exhibit higher strength training injury rates. No sex difference exists in strength loss and muscle soreness after muscle-damaging exercise.
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Affiliation(s)
- James L Nuzzo
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, Western Australia, Australia
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Garcia-Hermoso A, López-Gil JF, Ramírez-Vélez R, Alonso-Martínez AM, Izquierdo M, Ezzatvar Y. Adherence to aerobic and muscle-strengthening activities guidelines: a systematic review and meta-analysis of 3.3 million participants across 32 countries. Br J Sports Med 2023; 57:225-229. [PMID: 36418149 DOI: 10.1136/bjsports-2022-106189] [Citation(s) in RCA: 25] [Impact Index Per Article: 25.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/09/2022] [Indexed: 11/24/2022]
Abstract
OBJECTIVE To estimate the global prevalence of meeting the WHO guidelines for both aerobic and muscle-strengthening activities (MSA) in populations aged ≥5 years, and whenever possible to explore this prevalence according to sociodemographic and lifestyle factors. DESIGN A systematic review and meta-analysis. DATA SOURCES Five databases were systematically searched for studies published from inception to September 2022. ELIGIBILITY CRITERIA FOR SELECTING STUDIES Articles with representative samples aged ≥5 years reporting the prevalence of meeting both aerobic and MSA guidelines were included. RESULTS Twenty-one studies comprising 3 390 001 individuals from 32 countries were included. Overall adherence to the aerobic and MSA guidelines was 17.12% (95% CI 15.42% to 18.88%) in adults ≥18 years (n=3 346 723). Among adolescents aged 12-17 years, adherence to both guidelines was 19.74% (95% CI 14.72% to 25.31%) (n=43 278). No studies reported data for children aged 5-11 years. Women, older age, low/medium education levels, underweight or obesity, and poor and moderate self-rated health were associated with lower adherence to the physical activity guidelines (p<0.001) among adults, although the prevalence remained very low in all cases. Subgroup analyses were not conducted with children and adolescents due to a lack of studies. CONCLUSIONS Only one out of five adolescents and adults met the recommended combined aerobic and MSA guidelines. Large-scale public health interventions promoting both types of exercise are needed to reduce the associated burden of non-communicable diseases. PROSPERO REGISTRATION NUMBER CRD42022338422.
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Affiliation(s)
- Antonio Garcia-Hermoso
- Navarrabiomed, Hospital Universitario de Navarra (HUN), Public University of Navarra (UPNA), IdiSNA, Pamplona, Navarra, Spain
| | | | - Robinson Ramírez-Vélez
- Navarrabiomed, Hospital Universitario de Navarra (HUN), Public University of Navarra (UPNA), IdiSNA, Pamplona, Navarra, Spain.,CIBER of Frailty and Healthy Aging (CIBERFES), Instituto de Salud Carlos III, Madrid, Spain
| | - Alicia María Alonso-Martínez
- Navarrabiomed, Hospital Universitario de Navarra (HUN), Public University of Navarra (UPNA), IdiSNA, Pamplona, Navarra, Spain.,CIBER of Frailty and Healthy Aging (CIBERFES), Instituto de Salud Carlos III, Madrid, Spain
| | - Mikel Izquierdo
- Navarrabiomed, Hospital Universitario de Navarra (HUN), Public University of Navarra (UPNA), IdiSNA, Pamplona, Navarra, Spain.,CIBER of Frailty and Healthy Aging (CIBERFES), Instituto de Salud Carlos III, Madrid, Spain
| | - Yasmin Ezzatvar
- Department of Nursing, Universitat de València, Valencia, Spain
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Schweda S, Munz B, Burgstahler C, Niess AM, Roesel I, Sudeck G, Krauss I. Proof of Concept of a 6-Month Person-Oriented Exercise Intervention 'MultiPill-Exercise' among Patients at Risk of or with Multiple Chronic Diseases: Results of a One-Group Pilot Trial. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:9469. [PMID: 35954825 PMCID: PMC9368673 DOI: 10.3390/ijerph19159469] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/30/2022] [Revised: 07/27/2022] [Accepted: 07/28/2022] [Indexed: 12/03/2022]
Abstract
Physical exercise has been shown to be effective in the treatment of non-communicable chronic diseases. However, patients with multiple chronic diseases (multimorbidity) have received little attention in health policy. This pilot trial served as a proof of concept of a 6-months person-oriented exercise intervention for people at risk of or with diagnosed cardiovascular diseases, diabetes mellitus type 2, overweight and/or hip/knee osteoarthritis, regarding effects on health outcomes as well as adherence and safety. The intervention (‘MultiPill-Exercise’) was designed to promote physical exercise participation, considering an individual perspective by addressing personal and environmental factors. Outcomes were assessed at baseline (t0) and after three- (t3) and six-months (t6). The primary outcome was self-reported physical exercise participation in minutes/week comparing t3 and t6 vs. t0. Secondary outcomes included cardio-respiratory fitness (maximum oxygen uptake VO2peak during incremental cycling ergometry), isometric peak torque of knee extensors and flexors, health-related quality of life (Veterans Rand 12 with its subscales of perceived general health (GH), mental health (MCS), and physical health (PCS)) and blood levels. Adherence to exercise (% of attended sessions during the first 12-weeks of the intervention) and adverse events were monitored as well. Data were analyzed using a non-parametric procedure for longitudinal data, estimating rank means (MRank) and relative treatment effects (RTE) as well as linear-mixed effect models for parametric data. The primary endpoint of physical exercise participation was significantly higher at t3 and t6 compared to baseline (t3 vs. t0: MRank = 77.1, p < 0.001, RTE: 0.66; t6 vs. t0: MRank = 70.6, p < 0.001, RTE = 0.60). Improvements at both follow-up time points compared to t0 were also found for relative VO2peak (t3 vs. t0 = 2.6 mL/kg/min, p < 0.001; t6 vs. t0 = 2.0 mL/kg/min, p = 0.001), strength of knee extensors (t3 vs. t0 = 11.7 Nm, p = 0.007; t6 vs. t0= 18.1 Nm, p < 0.001) and GH (t3 vs. t0 = 16.2, p = 0.003; t6 vs. t0 = 13.4, p = 0.008). No changes were found for MCS, PCS and for blood levels. Overall exercise adherence was 77%. No serious adverse events were recorded. Results of this pilot trial represent a first proof of concept for the intervention ‘MultiPill-Exercise’ that will now be implemented and evaluated in a real-world health care setting.
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Affiliation(s)
- Simone Schweda
- Department of Sports Medicine, University Hospital, Medical Clinic, 72074 Tuebingen, Germany; (B.M.); (C.B.); (A.M.N.); (I.R.); (I.K.)
- Interfaculty Research Institute for Sports and Physical Activity, 72074 Tuebingen, Germany;
| | - Barbara Munz
- Department of Sports Medicine, University Hospital, Medical Clinic, 72074 Tuebingen, Germany; (B.M.); (C.B.); (A.M.N.); (I.R.); (I.K.)
- Interfaculty Research Institute for Sports and Physical Activity, 72074 Tuebingen, Germany;
| | - Christof Burgstahler
- Department of Sports Medicine, University Hospital, Medical Clinic, 72074 Tuebingen, Germany; (B.M.); (C.B.); (A.M.N.); (I.R.); (I.K.)
- Interfaculty Research Institute for Sports and Physical Activity, 72074 Tuebingen, Germany;
| | - Andreas Michael Niess
- Department of Sports Medicine, University Hospital, Medical Clinic, 72074 Tuebingen, Germany; (B.M.); (C.B.); (A.M.N.); (I.R.); (I.K.)
- Interfaculty Research Institute for Sports and Physical Activity, 72074 Tuebingen, Germany;
| | - Inka Roesel
- Department of Sports Medicine, University Hospital, Medical Clinic, 72074 Tuebingen, Germany; (B.M.); (C.B.); (A.M.N.); (I.R.); (I.K.)
- Interfaculty Research Institute for Sports and Physical Activity, 72074 Tuebingen, Germany;
- Institute for Clinical Epidemiology and Applied Biostatistics, University of Tuebingen, 72074 Tuebingen, Germany
| | - Gorden Sudeck
- Interfaculty Research Institute for Sports and Physical Activity, 72074 Tuebingen, Germany;
- Institute of Sports Science, Eberhard Karls University, 72076 Tuebingen, Germany
| | - Inga Krauss
- Department of Sports Medicine, University Hospital, Medical Clinic, 72074 Tuebingen, Germany; (B.M.); (C.B.); (A.M.N.); (I.R.); (I.K.)
- Interfaculty Research Institute for Sports and Physical Activity, 72074 Tuebingen, Germany;
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Lim J, Park S, Kim JS. Joint associations of aerobic-based physical activity and muscle-strengthening activities on metabolic syndrome. Epidemiol Health 2021; 43:e2021096. [PMID: 34773937 PMCID: PMC8920739 DOI: 10.4178/epih.e2021096] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Accepted: 11/05/2021] [Indexed: 11/17/2022] Open
Abstract
OBJECTIVES The study aimed to examine whether simultaneously meeting the combined guidelines of accelerometer-assessed moderate to vigorous physical activity (MVPA) and self-reported muscle-strengthening activity (MSA) was associated with lower odds of metabolic syndrome (MetS) than meeting neither or 1 of the guidelines among the Koreans. METHODS This cross-sectional analysis included 1,355 participants from the Korea National Health and Nutrition Examination Survey (2014-2015). Logistic regression was used to analyze the associations across groups of MVPA-MSA guideline adherence (meeting neither [reference]; meeting MVPA only; meeting MSA only; meeting both MVPS and MSA) with MetS components (abdominal obesity, hypertriglyceridemia, low high-density lipoprotein cholesterol [HDL-C], hypertension, and hyperglycemia). The odds ratios (ORs) were adjusted for covariates (e.g., sex, age, body mass index, and accelerometer wearing time). RESULTS MSA only significantly reduced the OR for abdominal obesity (OR, 0.34; 95% confidence interval [CI], 0.13 to 0.91). Meeting both MVPA and MSA reduced the OR for hypertriglyceridemia (OR, 0.59; 95% CI, 0.39 to 0.88) and low HDL-C (OR, 0.46; 95% CI, 0.31 to 0.68). Compared to meeting neither, MVPA only (OR, 0.63; 95% CI, 0.44 to 0.89) and both MVPA and MSA (OR, 0.46; 95% CI, 0.28 to 0.76) significantly reduced the OR for MetS. CONCLUSIONS Combined MVPA-MSA was more beneficially associated with MetS prevalence than MVPA only and MSA only. Considering that more than 85% of Korean adults do not meet both the MVPA and MSA guidelines, public health actions to promote adherence should be supported.
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Affiliation(s)
- Jungjun Lim
- Department of Physical Education, College of Education, Seoul National University, Seoul 08826, Korea
| | - Soyoung Park
- Department of Physical Education, College of Education, Seoul National University, Seoul 08826, Korea
| | - Joon-Sik Kim
- Department of Physical Education, College of Education, Seoul National University, Seoul 08826, Korea
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Health-Enhancing Physical Activity in Europe-Combined Aerobic Physical Activity and Muscle-Strengthening Exercise Guideline Adherence Among 280,605 Adults From 28 European Countries. J Phys Act Health 2021; 19:56-62. [PMID: 34706342 DOI: 10.1123/jpah.2021-0349] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2021] [Revised: 07/21/2021] [Accepted: 09/08/2021] [Indexed: 11/18/2022]
Abstract
BACKGROUND Compared with engaging in aerobic physical activity (aerobic PA; eg, walking, running, cycling) or muscle-strengthening exercise (MSE; eg, weight/resistance training) alone, epidemiological evidence suggests that combining both is linked to better health. However, the assessment of both PA modes is rare in health surveillance. This article provides the first multicountry study on the descriptive epidemiology of combined moderate to vigorous PA-MSE guideline adherence. METHODS Data were drawn from the European Health Interview Survey wave 2 (2013-2014), comprising samples from 28 European countries (n = 280,605). Self-reported aerobic PA and MSE were assessed using the validated European Health Interview Survey Physical Activity Questionnaire. The authors calculated the weighted proportions meeting the health-enhancing PA guideline (aerobic PA ≥ 150 min/wk and MSE ≥ 2 sessions/wk). Poisson regression assessed the prevalence ratios for meeting the combined guideline across sociodemographic factors and by country. RESULTS A total of 15.0% met the health-enhancing PA guideline. The lowest prevalence was from respondents from Southern and Central European countries (Romania, Poland, and Croatia, range: 0.5%-5.7%). Poorer self-rated health, older age, lower income, being female, and being obese had a lower likelihood of meeting the combined guideline. CONCLUSIONS Most European adults do not meet the health-enhancing PA guideline that includes both aerobic PA and MSE.
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Jossa-Bastidas O, Zahia S, Fuente-Vidal A, Sánchez Férez N, Roda Noguera O, Montane J, Garcia-Zapirain B. Predicting Physical Exercise Adherence in Fitness Apps Using a Deep Learning Approach. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph182010769. [PMID: 34682515 PMCID: PMC8535546 DOI: 10.3390/ijerph182010769] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/11/2021] [Revised: 09/25/2021] [Accepted: 09/30/2021] [Indexed: 12/20/2022]
Abstract
The use of mobile fitness apps has been on the rise for the last decade and especially during the worldwide SARS-CoV-2 pandemic, which led to the closure of gyms and to reduced outdoor mobility. Fitness apps constitute a promising means for promoting more active lifestyles, although their attrition rates are remarkable and adherence to their training plans remains a challenge for developers. The aim of this project was to design an automatic classification of users into adherent and non-adherent, based on their training behavior in the first three months of app usage, for which purpose we proposed an ensemble of regression models to predict their behaviour (adherence) in the fourth month. The study was conducted using data from a total of 246 Mammoth Hunters Fitness app users. Firstly, pre-processing and clustering steps were taken in order to prepare the data and to categorize users into similar groups, taking into account the first 90 days of workout sessions. Then, an ensemble approach for regression models was used to predict user training behaviour during the fourth month, which were trained with users belonging to the same cluster. This was used to reach a conclusion regarding their adherence status, via an approach that combined affinity propagation (AP) clustering algorithm, followed by the long short-term memory (LSTM), rendering the best results (87% accuracy and 85% F1_score). This study illustrates the suggested the capacity of the system to anticipate future adherence or non-adherence, potentially opening the door to fitness app creators to pursue advanced measures aimed at reducing app attrition.
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Affiliation(s)
- Oscar Jossa-Bastidas
- eVIDA Research Group, University of Deusto, 48007 Bilbao, Spain; (S.Z.); (B.G.-Z.)
- Correspondence:
| | - Sofia Zahia
- eVIDA Research Group, University of Deusto, 48007 Bilbao, Spain; (S.Z.); (B.G.-Z.)
| | - Andrea Fuente-Vidal
- Department of Physical Activity and Sport Sciences, FPCEE Blanquerna, Ramon Llull University, 08022 Barcelona, Spain; (A.F.-V.); (J.M.)
| | | | | | - Joel Montane
- Department of Physical Activity and Sport Sciences, FPCEE Blanquerna, Ramon Llull University, 08022 Barcelona, Spain; (A.F.-V.); (J.M.)
- Blanquerna School of Health Sciences, Ramon Llull University, 08025 Barcelona, Spain
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