Modular Framework

The Consensus Mechanism: Modular Frameworks

The Consensus Mechanism is a modular, adaptable architecture designed to integrate multiple specialized expert models seamlessly. Inspired by interdisciplinary clinical workflows, this design supports dynamic customization and scalability, ensuring the system stays robust and aligned with clinical advances. Its modular nature facilitates continuous improvement, allowing rapid integration of updated or novel expert models without disrupting overall system functionality.

Key modular features of the Consensus Mechanism include:

• Expert Model Blocks:

  • Independently configurable expert models specialized in distinct medical domains.

  • Allows targeted updates or replacements, minimizing disruptions and maximizing adaptability.

• Flexible Triage System:

  • Dynamically routes clinical queries to appropriate expert models based on case specifics.

  • Optimizes resource allocation and clinical accuracy through targeted model specialization.

• Dynamic Consensus Aggregation:

  • Aggregates expert model outputs using a weighted consensus, customizable for accuracy, efficiency, or latency optimization.

  • Enables nuanced, contextually relevant clinical decision-making.

• Real-Time Integration and Updating:

  • Modular structure facilitates real-time adjustments based on clinician feedback and evolving clinical guidelines.

  • Ensures rapid responsiveness and sustained clinical relevance.