Patient No-Show Prediction
Score each booking for no-show risk, then overbook and remind smartly to protect utilization.
A patient books a Tuesday afternoon dental slot but has a history of missing afternoon visits, lives 25km away, and hasn't opened the confirmation WhatsApp. The AI flags a 78% probability of no-show, prompting the clinic to double-book the slot or send an interactive confirmation SMS.
How it works
- Ingest EHR & Log Data: Collect appointment records, booking channel, patient demography, past appointment attendance, and local weather.
- Predict Attendance probability: An XGBoost binary classifier scores no-show risk based on 40+ dynamic features.
- Automated Interventions: Low-risk slots get standard notifications. High-risk slots trigger WhatsApp bots and overbooking options.