AI in Healthcare

What’s really holding back AI in healthcare? Not models. Not talent. According to a new Databricks analysis published October 21, 2026, 76% of FDA-approved AI devices in medicine are radiology tools—but the real bottleneck isn’t algorithmic. It’s data: siloed in PACS, unqueryable, and hard to de-identify. Even the most promising research fails due to poor reproducibility. The EXAM study shows federated learning across 20 institutions boosted model performance by 38% in generalizability—proving collaboration works. But only if data is governed, standardized, and interoperable. The future of medical AI isn’t better models. It’s better data infrastructure. This insight comes directly from the Databricks Blog: https://www.databricks.com/blog/biomedical-imagings-real-bottleneck-data-not-model Source: https://www.databricks.com/blog/biomedical-imagings-real-bottleneck-data-not-model View and join any or all of our communities — AI, quantum, and real estate: https://alex-companies.com/reports/linkedin-groups If there's an AI, quantum, or real estate community you'd like to see us convene, tell us — this portfolio grows by request. MIT, Nvidia, Google & IBM-Trained. Cross Domain-Expert: Quantum, AI, Ethics, Sovereignty, Intelligence, Philanthropy. Solepoint Planning. VUI AI Cloud Architect. AI Certifications Development. Quant/AI Instructor. Castor Venture Club Member. Associate Broker. George Arnold Alexander III, MPA Director, ALEX Companies Associate Broker, Alexander Tiffany Southwest, LLC dba ALEX.realestate, et.al. Texas License #574878-B · Broker License #565194-BB Broker, ALEX Real Estate · North Carolina License #367733 Independent Broker, ALEX Real Estate · Colorado License #II.100112456 [email protected] · +1 713.918.9951