Advanced Medical Resource Utilization Predictive Model

Create a recursive SQL query that predicts hospital resource allocation by analyzing historical patient admission patterns, treatment durations, and specialty-specific utilization rates. The model should incorporate temporal analysis of seasonal variations, account for different medical departments, and generate a predictive matrix showing expected resource requirements for the next 12 months. Include complex join operations between patient records, treatment logs, and departmental capacity tables.