Analysis of mobile phone use engagement during naturalistic driving through explainable imbalanced machine learning

•This research explores factors influencing mobile phone use in naturalistic driving.•A smartphone application with 6 feedback phases was the basis for data collection.•Explainable XGBoost tree ensembles with SHAP values were trained.•Higher total trip distance, number of tickets & feedback decr...

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