Pathology Report Checker Skills

LLM-backed skills for scoring, checking, and rewriting pathology reports against CAP/ICCR standards.

Purpose

Score synoptic elements for CAP/ICCR compliance, find gaps between narrative and synoptic reporting, and support summarization, translation, and lay-language rewriting.

Data used

De-identified report text produced by Extract Report Text.

Methods

A catalog of five components: pathology-report-checker-skill for CAP/ICCR compliance scoring of synoptic elements; pathology-report-colon-QA for narrative-to-synoptic gap analysis in colon resections; pathology-skills-collection for summaries, translations, and lay-language rewrites; claude-scientific-skills for literature search, citation, and figure generation; n8n-pathology as workflow glue across the skills above. pathology_atlas_pipeline is adjacent automation.

Current state / open questions

Active. Onboarding first step is running the provided sample report end-to-end through the checker.

Open question: no documented validation of the checker against human reviewers. A compliance score is a measurement, and an unvalidated measurement of report quality can be worse than none — an agreement study against expert review would be the natural next step, and meddecide already provides the machinery.

Derived from: text-analysis/reportskills.qmd, onboarding.qmd.