ArticleBritish journal of sports medicine2022
GRANADA consensus on analytical approaches to assess associations with accelerometer-determined physical behaviours (physical activity, sedentary behaviour and sleep) in epidemiological studies.
Article in British journal of sports medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 84 papers, 8 of them syntheses that pooled it.
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Who cites it
84 citing papers in PubMed, 8 syntheses or guidelines pooled it.
- Effectiveness of Physical Rehabilitation Interventions on Walking Capacity and Wearable Sensor-Derived Performance After Stroke: A Systematic Review and Meta-Analysis of Randomized Controlled Trials.Sensors (Basel, Switzerland) · 2026Pooled it
- The association between accelerometer-measured physical activity and symptoms of depression and anxiety in children and adolescents: a systematic review and meta-analysis.BMC pediatrics · 2025Pooled it
- Wearable-Sensor-Based Physical Activity and Sleep in Children with Down Syndrome Aged 0-5 Years: A Systematic Review.Sensors (Basel, Switzerland) · 2025Pooled it
- Validity and reliability of self-reported methods for assessment of 24-h movement behaviours: a systematic review.The international journal of behavioral nutrition and physical activity · 2024Pooled it
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- Effectiveness of Fitbit-Based Interventions in Improving 24-hour Movement Behaviors: A Systematic Review and Meta-Analysis.Inquiry : a journal of medical care organization, provision and financingPooled it
- Linking 23 physical activity intensity levels to health-related quality of life in 10-year-old children.BMC research notes · 2025Trial
- Effects of an Exercise Program on Cardiometabolic and Mental Health in Children With Overweight or Obesity: A Secondary Analysis of a Randomized Clinical Trial.JAMA network open · 2023Trial
- Article
- Compositional analyses of accelerometer-measured 24-h movement behaviors among adults with normoglycemia, pre-diabetes phenotypes, and diabetes: a population-based study.International journal of obesity (2005) · 2026Article
- Optimal composition of movement behaviours for healthy weight across the lifespan: a one-stage individual participant data meta-analysis of 11 studies.Research square · 2026Article
- Facilitators and Barriers to Integrating Sleep Recommendations for Counselling Patients With Arthritis: A Survey of Physiotherapists and Students in Canada.Physiotherapy Canada. Physiotherapie Canada · 2026Article
- Handgrip Strength Reference Values and Compositional Associations with Physical Activity in Early Childhood: A Large Sample Study of Swedish Preschoolers.Sports medicine - open · 2026Article
- Physical behaviour profiles and their associations with fitness and function in older adults: a cross-sectional latent profile analysis.European review of aging and physical activity : official journal of the European Group for Research into Elderly and Physical Activity · 2026Article
- Article
- Compositional Associations of 24-h Movement Behaviors With Depressive and Anxiety Symptoms in Middle-Aged Adults.Depression and anxiety · 2026Article
- Prospective association between descriptive accelerometer-derived physical behaviour metrics and cardiometabolic risk indicators in Dutch children: The ABCD study.Journal of exercise science and fitness · 2026Article
- Physical activity and cardiometabolic health across an extreme lifestyle gradient.Evolution, medicine, and public health · 2026Article
24 more citing papers are in PubMed but not listed here.
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Authors and funding
15 authors.
Funding
Abstract
The inter-relationship between physical activity, sedentary behaviour and sleep (collectively defined as physical behaviours) is of interest to researchers from different fields. Each of these physical behaviours has been investigated in epidemiological studies, yet their codependency and interactions need to be further explored and accounted for in data analysis. Modern accelerometers capture continuous movement through the day, which presents the challenge of how to best use the richness of these data. In recent years, analytical approaches first applied in other scientific fields have been applied to physical behaviour epidemiology (eg, isotemporal substitution models, compositional data analysis, multivariate pattern analysis, functional data analysis and machine learning). A comprehensive description, discussion, and consensus on the strengths and limitations of these analytical approaches will help researchers decide which approach to use in different situations. In this context, a scientific workshop and meeting were held in Granada to discuss: (1) analytical approaches currently used in the scientific literature on physical behaviour, highlighting strengths and limitations, providing practical recommendations on their use and including a decision tree for assisting researchers' decision-making; and (2) current gaps and future research directions around the analysis and use of accelerometer data. Advances in analytical approaches to accelerometer-determined physical behaviours in epidemiological studies are expected to influence the interpretation of current and future evidence, and ultimately impact on future physical behaviour guidelines.
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