‍Expert Overview

The CIM-10-FR Outpatient Coding Expert enables AI agents to analyze clinical documentation and assign standardized codes using the CIM-10 code set for outpatient and external consultations across French health systems. It identifies codeable diagnoses and conditions even when documentation is incomplete or ambiguous, using structured analysis aligned with the French adaptation maintained by the Agence Technique de l'Information sur l'Hospitalisation (ATIH) and coding standards applied within the PMSI for outpatient and consultation settings.

This expert supports outpatient coding workflows by generating initial code suggestions, validating existing codes, and identifying documentation gaps across consultations and external care episodes. It reduces manual effort while improving consistency and accuracy. Accurate outpatient coding supports quality reporting, activity monitoring, and compliance across French health establishments.

By embedding the CIM-10-FR Outpatient Coding Expert into agent workflows, French hospitals and healthcare teams can accelerate outpatient coding processes, reduce administrative burden, and improve the quality of structured data used across downstream systems.

Capabilities

• Analyze outpatient and consultation documentation for codeable diagnoses under French PMSI coding standards
• Assign CIM-10 codes in line with ATIH guidelines for outpatient and external consultation settings
• Validate and suggest diagnosis codes with FR-specific considerations for outpatient episodes
• Support activity monitoring and quality reporting workflows for outpatient care
• Enable PMSI reporting and regulatory compliance for consultation and outpatient settings

Example Use Cases

• Automated outpatient diagnosis coding: Generate structured CIM-10 codes from consultation and outpatient documentation to support activity reporting and compliance.
• Clinical documentation coding assistance: Suggest diagnosis codes from unstructured outpatient clinical text for clinical coder review in line with ATIH and PMSI standards.
• Code validation and verification: Check assigned outpatient codes for completeness and consistency with current ATIH coding guidelines and French tabular modifications.
• Quality reporting and regulatory support: Provide coded outputs that feed into outpatient PMSI submissions and satisfy reporting requirements to the ARS and HAS.
• Clinical Documentation Improvement: Identify missing or ambiguous outpatient documentation and suggest appropriate CIM-10 codes to improve coding accuracy and compliance with French standards.