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Device-based measurement of physical activity in pre-schoolers: Comparison of machine learning and cut point methods

PloS one, 2022-04, Vol.17 (4), p.e0266970-e0266970

2022

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Machine Learning Models for Classifying Physical Activity in Free-Living Preschool Children

Sensors (Basel, Switzerland), 2020-08, Vol.20 (16), p.4364

2020

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The Effect of Using Anchored Wake Time to Derive 24‐h Device Measured Circadian Physical Behavior Patterns

Scandinavian journal of medicine & science in sports, 2024-07, Vol.34 (7), p.e14684-n/a

2024

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Laboratory-based and free-living algorithms for energy expenditure estimation in preschool children: A free-living evaluation

PloS one, 2020-05, Vol.15 (5), p.e0233229-e0233229

2020

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Feasibility and acceptability of a cohort study baseline data collection of device-measured physical behaviors and cardiometabolic health in Saudi Arabia: expanding the Prospective Physical Activity, Sitting and Sleep consortium (ProPASS) in the Middle East

BMC public health, 2024-05, Vol.24 (1), p.1379-1379, Article 1379

2024

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Machine Learning to Quantify Physical Activity in Children with Cerebral Palsy: Comparison of Group, Group-Personalized, and Fully-Personalized Activity Classification Models

Sensors (Basel, Switzerland), 2020-07, Vol.20 (14), p.3976

2020

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Prospective Associations of Daily Step Counts and Intensity With Cancer and Cardiovascular Disease Incidence and Mortality and All-Cause Mortality

JAMA internal medicine, 2022-11, Vol.182 (11), p.1139

2022

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Evaluation of Wrist Accelerometer Cut-Points for Classifying Physical Activity Intensity in Youth

Frontiers in digital health, 2022-05, Vol.4, p.884307-884307

2022

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Occupational physical activity, all-cause, cardiovascular disease, and cancer mortality in 349,248 adults: Prospective and longitudinal analyses of the MJ Cohort

Journal of sport and health science, 2024-07, Vol.13 (4), p.579-589

2024

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Association of wearable device-measured vigorous intermittent lifestyle physical activity with mortality

Nature medicine, 2022-12, Vol.28 (12), p.2521-2529

2022

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Vigorous physical activity, incident heart disease, and cancer: how little is enough?

European heart journal, 2022-12, Vol.43 (46), p.4801-4814

2022

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Lifestyle risk factors and infectious disease mortality, including COVID-19, among middle aged and older adults: Evidence from a community-based cohort study in the United Kingdom

Brain, behavior, and immunity, 2021-08, Vol.96, p.18-27

2021

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Non-wear or sleep? Evaluation of five non-wear detection algorithms for raw accelerometer data

Journal of sports sciences, 2020-02, Vol.38 (4), p.399-404

2020

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Free-living Evaluation of Laboratory-based Activity Classifiers in Preschoolers

Medicine and science in sports and exercise, 2020-05, Vol.52 (5), p.1227-1234

2020

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Associations of changes in physical activity and diet with incident obesity and changes in adiposity: Longitudinal findings from the UK Biobank

Preventive medicine, 2023-03, Vol.168, p.107435-107435, Article 107435

2023

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Timing of Moderate to Vigorous Physical Activity, Mortality, Cardiovascular Disease, and Microvascular Disease in Adults With Obesity

Diabetes care, 2024-05, Vol.47 (5), p.890

2024

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Changes in physical activity and adiposity with all-cause, cardiovascular disease, and cancer mortality

International Journal of Obesity, 2022-10, Vol.46 (10), p.1849-1858

2022

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Sensor-enabled Activity Class Recognition in Preschoolers: Hip versus Wrist Data

Medicine and science in sports and exercise, 2018-03, Vol.50 (3), p.634-641

2018

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Association of Changes in Physical Activity and Adiposity With Mortality and Incidence of Cardiovascular Disease: Longitudinal Findings From the UK Biobank

Mayo Clinic proceedings, 2022-05, Vol.97 (5), p.847-861

2022

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Comparing cadence-based and machine learning based estimates for physical activity intensity classification: The UK Biobank

Journal of science and medicine in sport, 2024-08, Vol.27 (8), p.551-556

2024

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Joint associations of adiposity and alcohol consumption with liver disease-related morbidity and mortality risk: findings from the UK Biobank

European journal of clinical nutrition, 2022-01, Vol.76 (1), p.74-83

2022

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Physical Activity Classification in Youth Using Raw Accelerometer Data from the Hip

Measurement in physical education and exercise science, 2020-04, Vol.24 (2), p.129-136

2020

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Machine learning to quantify habitual physical activity in children with cerebral palsy

Developmental medicine and child neurology, 2020-09, Vol.62 (9), p.1054-1060

2020

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Do the associations of daily steps with mortality and incident cardiovascular disease differ by sedentary time levels? A device-based cohort study

British journal of sports medicine, 2024-03, Vol.58 (5), p.261-268

2024

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Device-measured physical activity and cardiometabolic health: the Prospective Physical Activity, Sitting, and Sleep (ProPASS) consortium

European heart journal, 2024-02, Vol.45 (6), p.458-471

2024

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Device-based measurement of physical activity in pre-schoolers: Comparison of machine learning and cut point methods

Machine Learning Models for Classifying Physical Activity in Free-Living Preschool Children

The Effect of Using Anchored Wake Time to Derive 24‐h Device Measured Circadian Physical Behavior Patterns

Laboratory-based and free-living algorithms for energy expenditure estimation in preschool children: A free-living evaluation

Feasibility and acceptability of a cohort study baseline data collection of device-measured physical behaviors and cardiometabolic health in Saudi Arabia: expanding the Prospective Physical Activity, Sitting and Sleep consortium (ProPASS) in the Middle East

Machine Learning to Quantify Physical Activity in Children with Cerebral Palsy: Comparison of Group, Group-Personalized, and Fully-Personalized Activity Classification Models

Prospective Associations of Daily Step Counts and Intensity With Cancer and Cardiovascular Disease Incidence and Mortality and All-Cause Mortality

Evaluation of Wrist Accelerometer Cut-Points for Classifying Physical Activity Intensity in Youth

Occupational physical activity, all-cause, cardiovascular disease, and cancer mortality in 349,248 adults: Prospective and longitudinal analyses of the MJ Cohort

Association of wearable device-measured vigorous intermittent lifestyle physical activity with mortality

Vigorous physical activity, incident heart disease, and cancer: how little is enough?

Lifestyle risk factors and infectious disease mortality, including COVID-19, among middle aged and older adults: Evidence from a community-based cohort study in the United Kingdom

Non-wear or sleep? Evaluation of five non-wear detection algorithms for raw accelerometer data

Free-living Evaluation of Laboratory-based Activity Classifiers in Preschoolers

Associations of changes in physical activity and diet with incident obesity and changes in adiposity: Longitudinal findings from the UK Biobank

Timing of Moderate to Vigorous Physical Activity, Mortality, Cardiovascular Disease, and Microvascular Disease in Adults With Obesity

Changes in physical activity and adiposity with all-cause, cardiovascular disease, and cancer mortality

Sensor-enabled Activity Class Recognition in Preschoolers: Hip versus Wrist Data

Association of Changes in Physical Activity and Adiposity With Mortality and Incidence of Cardiovascular Disease: Longitudinal Findings From the UK Biobank

Comparing cadence-based and machine learning based estimates for physical activity intensity classification: The UK Biobank

Joint associations of adiposity and alcohol consumption with liver disease-related morbidity and mortality risk: findings from the UK Biobank

Physical Activity Classification in Youth Using Raw Accelerometer Data from the Hip

Machine learning to quantify habitual physical activity in children with cerebral palsy

Do the associations of daily steps with mortality and incident cardiovascular disease differ by sedentary time levels? A device-based cohort study

Device-measured physical activity and cardiometabolic health: the Prospective Physical Activity, Sitting, and Sleep (ProPASS) consortium

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