TABLE OF CONTENTS Chapter 1 General Introduction Chapter 2 Personalized physical activity coaching: a machine learning approach Chapter 3 Early prediction of physical performance in elite soccer matches - a machine learning approach to support substitutions Chapter 4 Transferring Targeted Maximum Likelihood Estimation for causal inference into sports science Chapter 5A Increase in the Acute:Chronic Workload Ratio relates to injury risk in competitive runners. Chapter 5B Prediction of running injuries from acute:chronic workload ratio: a machine learning approach Chapter 6 General Discussion Appendices Summary Samenvatting Achtergrond en academisch werk Dankwoord Research Insititute SHARE 11 25 51 75 105 125 135 148 152 156 159 165
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