{"version":"1.0","type":"card","id":"4b961b5d-2bc1-4273-8833-eb29a53a7470","url":"https://stacklist.com/card/4b961b5d-2bc1-4273-8833-eb29a53a7470","title":"Clinical Trial Data for AI: The Site Data Gap","source_url":"https://www.florencehc.com/blog-post/clinical-trial-data-for-ai/","note":"AI clinical trial data is hiding in plain sight. See why site-level operational data is the missing foundation for AI in clinical research.","image":{"url":"https://ucarecdn.com/2474989d-79cd-474c-9337-5b75fc04be28/","alt":"Clinical Trial Data for AI: The Site Data Gap","width":1400,"height":1400},"stack":{"id":"d9f1ba5f-c0bc-4902-9525-fd1be84b444a","title":"Blogs + Insights","url":"https://stacklist.com/stack/d9f1ba5f-c0bc-4902-9525-fd1be84b444a"},"created_at":"2026-07-02T06:49:50.956Z","updated_at":null,"aco":{"summary":"Clinical trial data infrastructure lacks visibility into site-level operational workflows, creating a \"data shadow\" that limits AI model effectiveness in predicting trial outcomes. Incorporating process-level workflow data could increase operational signal by 40-80%, but current systems miss critical upstream activities like visit preparation and document review cycles.","tags":["clinical-trials","ai-development","data-shadow","site-workflows","operational-intelligence","pharmaceutical-data"],"key_entities":[{"name":"Ryan Jones","type":"person","confidence":0.95},{"name":"Florence Healthcare","type":"organization","confidence":0.95},{"name":"EDC","type":"technology","confidence":0.9},{"name":"CTMS","type":"technology","confidence":0.9},{"name":"eTMF","type":"technology","confidence":0.9},{"name":"data-shadow","type":"concept","confidence":0.95},{"name":"site-performance-prediction","type":"concept","confidence":0.85},{"name":"operational-memory","type":"concept","confidence":0.85}],"classification":"analysis","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-07-02T06:49:55.764Z"},"token_counts":{"approximate":2352,"cl100k":1677},"content_hash":"sha256:f0675daf62b4c2a01f46d6b48b8a00f554735cad360afb455955d00e33c2e5e9","acp_version":"0.2","body_available":true,"body_tokens":2352,"visibility":"public","agent_accessible":true,"status":"final"},"_links":{"self":"/api/public/card/4b961b5d-2bc1-4273-8833-eb29a53a7470.json","html":"https://stacklist.com/card/4b961b5d-2bc1-4273-8833-eb29a53a7470","md":"/api/public/card/4b961b5d-2bc1-4273-8833-eb29a53a7470.md","stack_json":"/api/public/stack/d9f1ba5f-c0bc-4902-9525-fd1be84b444a.json"}}