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Clinical Decision Agent

Employs decision tree algorithms combined with Multi-Criteria Decision Analysis (MCDA) at O(n log n) complexity. Traverses clinical pathways matching ICD-10 diagnoses to HCPCS equipment codes, scores options against clinical criteria (match score, evidence strength, functional outcome, cost-effectiveness), and generates evidence-based recommendations with Level A/B/C evidence ratings per CMS NCD/LCD guidelines.

Agent ID
clinical-decision
Sector Durable Medical Equipment (DME) and Medical Device Supply Chain
Status
Operational

Problem Statement

The challenge addressed

Matching DME equipment to patient diagnoses requires clinical expertise—wrong equipment selection leads to denials, patient dissatisfaction, and potential harm from inappropriate devices.

Core Logic

How the agent solves it

Employs decision tree algorithms combined with Multi-Criteria Decision Analysis (MCDA) at O(n log n) complexity. Traverses clinical pathways matching ICD-10 diagnoses to HCPCS equipment codes, scores...