Administration & Analytics

The Administration & Analytics for the R&D Knowledge Synthesis feature. This page showcases how AI is deeply integrated into the core functionality of the system.

1. AI System Insights Panel

   • Provides intelligent recommendations based on usage patterns
   • Highlights emerging research trends (43% increase in oncology queries)
   • Shows model performance improvements (12% accuracy increase)
   • Identifies new taxonomy terms for consideration

2. AI Model Performance Metrics

   • Real-time tracking of key AI capabilities:
   • Entity Recognition
   • Relationship Mapping
   • Query Understanding
   • Hypothesis Generation
   • Performance trend visualization with improvement indicators

3. AI-Recommended Actions

   • Intelligent suggestions for system optimization
   • Recommendations for NLP model training with specialty-specific corpus
   • Database connection updates with impact predictions
   • Resource allocation suggestions based on usage patterns

4. Domain Configuration with AI Enhancement

   • AI-suggested taxonomy additions based on research analysis
   • Automated detection of new medical terminology
   • Model specialization options for different research domains
   • Intelligent update scheduling based on research activity

5. User Activity Analysis

   • AI usage metrics per user
   • Behavioral pattern analysis
   • Productivity improvement tracking
   • Department-specific optimization suggestions

The interface provides administrators with powerful tools to monitor system performance, optimize AI models, manage users, and configure research domains - all enhanced with AI-driven insights that make the system continuously improve based on usage patterns and emerging research trends.

This implementation demonstrates how AI can be a core part of not just the end-user experience but also the administration and analytics side, creating a complete ecosystem that gets smarter over time.s