Prior Authorization Decision Automation Pipeline

Overview

Provide deterministic code snippets and pipeline recipes for automating prior authorization (PA) workflows: parsing inbound requests, extracting clinical features, applying rules-based adjudication, training ML classifiers, and analyzing denial patterns.

Usage

• Building or debugging X12 278 or FHIR PAS bundle parsers for PA intake
• Training ML classifiers on historical PA decisions or generating SHAP explanations
• Analyzing denial patterns to identify systemic documentation or policy gaps

Core Concepts

Automation Approach Selection