“…To be effective, ML development activities should be adequately tailored to the perspectives of doctors’ specialties, varying from clinical setting (eg, geography, payment structure, clinic size, population), medical specialty, career stage and experiential repertoire, to their individual traits and personal needs and interests. Ultimately, the often relatively time-consuming, hence highly resourced and expensive ML development activities will gain greater legitimacy when well aligned with the individual, but also when rooted in high levels of regional healthcare ecosystem appropriateness 6 54. Therefore, we reason ML development at the individual doctor level is importantly informed by professional, organisational and ecosystem-level perspectives, illuminated in the preceding sections.…”