Key TakeawaysMachine learning models accurately predict primary care appointment no-shows and cancellations, with the gradient boost model achieving high accuracy rates.Lead time is the most influential predictor of missed appointments, with longer intervals increasing the likelihood of no-shows.The model demonstrated no significant performance bias across sex and racial/ethnic subgroups, supporting equitable deployment.Personalized insights from the […]
