Mental Health Sentiment Analysis Platform

Create an advanced natural language processing framework for analyzing mental health-related text data from multiple sources, including social media, clinical notes, and patient surveys. Develop custom deep learning models for sentiment classification, emotional state detection, and risk assessment. Implement a privacy-preserving architecture that maintains strict confidentiality while providing actionable insights.