AI-Based 'Do Not Attend' (DNA) Prediction Tool
Missed appointments, or "Do Not Attends" (DNAs), pose a significant challenge for healthcare providers, leading to wasted resources, increased waiting times, and missed opportunities for patient care. Quantum Analytica’s AI-Based DNA Prediction Tool offers an advanced solution to tackle this issue by predicting which patients are most likely to miss their appointments, enabling proactive intervention.
Key Features:
Predictive Modelling: The tool uses machine learning algorithms to analyse historical patient data, identifying key factors that influence the likelihood of missed appointments, such as patient demographics, appointment type, and past attendance behaviour.
Actionable Insights: Provides a risk score for each upcoming appointment, helping healthcare teams identify patients most at risk of not attending, so they can be contacted or reminded beforehand. Our tool helps to support different strategies for different population groups.
Customisable Alerts: Clinicians and administrative staff can receive alerts about high-risk DNAs, allowing them to adjust scheduling, send reminders, or offer alternative appointment times.
Scenario Modelling: Users can simulate the impact of various interventions, such as appointment reminders or flexible scheduling, to evaluate the potential reduction in DNAs.
Benefits:
Resource Optimisation: Reduces wasted clinical time and resources caused by missed appointments, leading to more efficient service delivery and better use of healthcare capacity.
Improved Patient Engagement: Helps healthcare providers engage with patients who are most likely to miss their appointments, fostering stronger patient-provider relationships and reducing no-shows.
Data-Driven Planning: Enables better scheduling decisions by providing real-time data on DNA risk, helping to optimise appointment slots and improve overall clinic flow.
Cost Savings: Minimises the financial impact of DNAs, helping providers reduce costs associated with lost productivity and underutilised resources.
Quantum Analytica’s DNA Prediction Tool empowers healthcare providers to address the challenges of missed appointments, improving patient attendance and optimising healthcare operations.