Gradient boosted trees with individual explanations: An alternative to logistic regression for viability prediction in the first trimester of pregnancy

•Interpretable machine learning models efficiently predict miscarriages.•Gradient boosted trees algorithm offers serious assets for clinical modeling.•Clinical predictive models’ interpretation can be improved with decision paths.•Post-hoc interpretably provides straightforward explanations for physicians.