--- title: "Healthcare AI Blog: AI and ML in Healthcare | Adil Ahmed" description: Adil leads LLM initiatives at Albert Einstein College of Medicine and Cognome, driving AI advancements in clinical trial matching and early sepsis detection. image: https://cognome.com/hubfs/cognome%20logo%20icon%20w%20background.png --- [Skip to content](https://cognome.com/blog/author/adil-ahmed#main-content) [![Smarter Safer Secure AI for Healthcare](https://cognome.com/hs-fs/hubfs/Smarter%20Safer%20Secure%20AI%20for%20Healthcare.png?width=2000&height=600&name=Smarter%20Safer%20Secure%20AI%20for%20Healthcare.png)](https://cognome.com/) - AI Governance Show submenu for AI Governance - [AI Sniffer™](https://cognome.com/ai-sniffer) - [ExplainerAI™](https://cognome.com/en-us/explainerai-new) - [Data Services](https://cognome.com/ai-ml-services) Show submenu for Data Services - [OMOP Transforms](https://cognome.com/ai-ml-services) - [Self-Service for Research](https://cognome.com/solutions-for-research) - [AutoChart™ - Quality and Population Health](https://cognome.com/autochart) - Insights Show submenu for Insights - [About](https://cognome.com/our-story) - [Blog](https://cognome.com/blog) - [The Learning Health System Podcast](https://cognome.com/learning-health-system-podcast) - [Published Research](https://cognome.com/peer-reviewed-research) - [Partner Login](https://partners.cognome.com/) Open main navigation Close main navigation - AI Governance Show submenu for AI Governance - [AI Sniffer™](https://cognome.com/ai-sniffer) - [ExplainerAI™](https://cognome.com/en-us/explainerai-new) - [Data Services](https://cognome.com/ai-ml-services) Show submenu for Data Services - [OMOP Transforms](https://cognome.com/ai-ml-services) - [Self-Service for Research](https://cognome.com/solutions-for-research) - [AutoChart™ - Quality and Population Health](https://cognome.com/autochart) - Insights Show submenu for Insights - [About](https://cognome.com/our-story) - [Blog](https://cognome.com/blog) - [The Learning Health System Podcast](https://cognome.com/learning-health-system-podcast) - [Published Research](https://cognome.com/peer-reviewed-research) - [Partner Login](https://partners.cognome.com/) - [Contact us](https://cognome.com/contact-us) [Contact us](https://cognome.com/contact-us) # Healthcare AI Insights # *From Inside the Health System* We write about the real challenges of deploying, governing, and scaling AI in health systems — from **clinical safety and model governance** to **Zero Trust security frameworks** and the regulatory landscape shaping what responsible AI looks like in care delivery. Our perspectives come from practitioners who have built and run AI inside leading academic health systems, not from the sidelines. [![Parsing Clinical Trial Criteria for Accurate Patient Matching](https://cognome.com/hubfs/Parsing%20Clinical%20Trial%20Criteria.jpg)](https://cognome.com/blog/parsing-clinical-trial-criteria-for-accurate-patient-matching) ## [Parsing Clinical Trial Criteria for Accurate Patient Matching](https://cognome.com/blog/parsing-clinical-trial-criteria-for-accurate-patient-matching) ![Picture of Adil Ahmed](https://cognome.com/hs-fs/hubfs/Adil.jpeg?width=50&name=Adil.jpeg) [Adil Ahmed](https://cognome.com/blog/author/adil-ahmed) May 14, 2025, 2:55:17 PM [Read more](https://cognome.com/blog/parsing-clinical-trial-criteria-for-accurate-patient-matching) [![Nurse performaing chart abstraction](https://cognome.com/hubfs/AI-Generated%20Media/Images/The%20image%20features%20a%20nurse%20looking%20intently%20at%20a%20screen%20displaying%20a%20patients%20chart.jpeg)](https://cognome.com/blog/leveraging-language-models-for-streamlined-data-extraction-in-healthcare) ## [Leveraging LLMs for Streamlined Data Extraction in Healthcare](https://cognome.com/blog/leveraging-language-models-for-streamlined-data-extraction-in-healthcare) ![Picture of Adil Ahmed](https://cognome.com/hs-fs/hubfs/Adil.jpeg?width=50&name=Adil.jpeg) [Adil Ahmed](https://cognome.com/blog/author/adil-ahmed) Jan 28, 2025, 11:03:13 AM [Read more](https://cognome.com/blog/leveraging-language-models-for-streamlined-data-extraction-in-healthcare) [![](https://cognome.com/hubfs/Protecting%20patient%20privacy%20in%20healthcare%20with%20a%2016_9%20image%20ratio.jpeg)](https://cognome.com/blog/fine-tuning-clincialbert) ## [Fine Tuning a ClinicalBERT Based Model](https://cognome.com/blog/fine-tuning-clincialbert) ![Picture of Adil Ahmed](https://cognome.com/hs-fs/hubfs/Adil.jpeg?width=50&name=Adil.jpeg) [Adil Ahmed](https://cognome.com/blog/author/adil-ahmed) Oct 30, 2024, 10:43:52 AM [Read more](https://cognome.com/blog/fine-tuning-clincialbert) [![Large Language Models are transforming Healthcare](https://cognome.com/hubfs/Large%20Language%20Models%20are%20transforming%20Healthcare.jpg)](https://cognome.com/blog/large-language-models-are-transforming-healthcare) ## [Large Language Models are transforming Healthcare](https://cognome.com/blog/large-language-models-are-transforming-healthcare) ![Picture of Adil Ahmed](https://cognome.com/hs-fs/hubfs/Adil.jpeg?width=50&name=Adil.jpeg) [Adil Ahmed](https://cognome.com/blog/author/adil-ahmed) Oct 2, 2024, 11:42:50 AM [Read more](https://cognome.com/blog/large-language-models-are-transforming-healthcare) ## Drive people to your products and services Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Learn more - [AI Sniffer](https://cognome.com/ai-sniffer) - [OMOP Transforms](https://cognome.com/ai-ml-services) - [Self Service for Research](https://cognome.com/solutions-for-research) - [AutoChart](https://cognome.com/autochart) - [Privacy Policy](https://cognome.com/en-us/privacy-policy) **COGNOME** - *Smarter, Safer, Secure AI for Healthcare*.  Follow us on [Linked In](https://www.linkedin.com/company/cognome) 800 N King Street, Suite 304 1586, Wilmington DE 19801 USA. © 2018-2026 Cognome, Inc. All rights reserved