AUTHOR=Yan Adam Paul , Guo Lin Lawrence , Inoue Jiro , Arciniegas Santiago Eduardo , Vettese Emily , Wolochacz Agata , Crellin-Parsons Nicole , Purves Brandon , Wallace Steven , Patel Azaz , Roshdi Medhat , Jessa Karim , Cardiff Bren , Sung Lillian TITLE=A roadmap to implementing machine learning in healthcare: from concept to practice JOURNAL=Frontiers in Digital Health VOLUME=7 YEAR=2025 URL=https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2025.1462751 DOI=10.3389/fdgth.2025.1462751 ISSN=2673-253X