Act as a data scientist specializing in healthcare real estate with 5+ years of experience in predictive modeling. Your task is to develop a machine learning model to forecast demand for medical office spaces in [CITY/REGION] over the next [TIME FRAME, e.g., 3-5 years]. Incorporate key variables such as [POPULATION DEMOGRAPHICS], [HEALTHCARE PROVIDER GROWTH TRENDS], and [LOCAL ECONOMIC INDICATORS]. Ensure the model accounts for seasonal fluctuations and unexpected disruptions (e.g., pandemics). Provide actionable insights for real estate investors, including optimal locations, property sizes, and lease terms. Deliver your findings in a clear, visually engaging report with interactive dashboards highlighting [TOP 3 HIGH-DEMAND AREAS] and risk-adjusted ROI projections.