Highlight
1. Continuous Indexing of Fibrosis (CIF) is an AI-enabled quantitative tool providing objective marrow fibrosis assessment.
2. CIF scores correlate strongly with traditional manual MF grading but offer improved diagnostic reproducibility.
3. CIF-assisted workflows enhance inter- and intra-observer agreement among hematopathologists.
4. AI integration does not increase the time required for slide assessment, supporting clinical feasibility.
