--- title: "Healthcare AI Blog: AI and ML in Healthcare | LearningHealthSystem" description: "LearningHealthSystem | The Cognome blog: Insights on healthcare AI, machine leaning healthcare systems, clinical decision support, and AI governance." image: https://cognome.com/hubfs/cognome%20logo%20icon%20w%20background.png --- [Skip to content](https://cognome.com/blog/tag/learninghealthsystem#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. [![](https://cognome.com/hubfs/Gemini_Generated_Image_5gwudd5gwudd5gwu.png)](https://cognome.com/blog/this-is-what-becomes-possible-when-your-ai-foundation-is-in-place) ## [This Is What Becomes Possible When Your AI Foundation is in Place](https://cognome.com/blog/this-is-what-becomes-possible-when-your-ai-foundation-is-in-place) ![Picture of Chandra Nelapatla](https://cognome.com/hs-fs/hubfs/Chandra%20has%20Nelapatla.png?width=50&name=Chandra%20has%20Nelapatla.png) [Chandra Nelapatla](https://cognome.com/blog/author/chandra-nelapatla) Jun 17, 2026, 7:52:28 PM [Read more](https://cognome.com/blog/this-is-what-becomes-possible-when-your-ai-foundation-is-in-place) [![](https://cognome.com/hubfs/AI-Generated%20Media/Images/Modern%20Healthcare%20Collaboration%20with%20AI%20Data%20Visualization-1.png)](https://cognome.com/blog/three-ai-bets-we-keep-getting-wrong) ## [Three AI Bets We Keep Getting Wrong](https://cognome.com/blog/three-ai-bets-we-keep-getting-wrong) ![Picture of Chandra Nelapatla](https://cognome.com/hs-fs/hubfs/Chandra%20has%20Nelapatla.png?width=50&name=Chandra%20has%20Nelapatla.png) [Chandra Nelapatla](https://cognome.com/blog/author/chandra-nelapatla) Apr 26, 2026, 6:00:04 PM [Read more](https://cognome.com/blog/three-ai-bets-we-keep-getting-wrong) [![Busy conference setting with professionals engaged in discussions around a large poster presentation](https://cognome.com/hubfs/Busy-conference-with-professionals-in-discussions.webp)](https://cognome.com/blog/advancing-health-systems-with-integrated-ml-ops) ## [Advancing Health Systems with Integrated ML Ops](https://cognome.com/blog/advancing-health-systems-with-integrated-ml-ops) ![Picture of James Green](https://cognome.com/hs-fs/hubfs/Jame%20Green.png?width=50&name=Jame%20Green.png) [James Green](https://cognome.com/blog/author/james-green) Sep 23, 2025, 3:59:31 PM [Read more](https://cognome.com/blog/advancing-health-systems-with-integrated-ml-ops) [![Open Source vs Open Innovation](https://cognome.com/hubfs/open-source-open-innovation.webp)](https://cognome.com/blog/open-source-to-open-innovation-rethinking-self-service-research-infrastructure) ## [Open Source to Open Innovation: Rethinking Self-Service Research Infrastructure](https://cognome.com/blog/open-source-to-open-innovation-rethinking-self-service-research-infrastructure) ![Picture of James Green](https://cognome.com/hs-fs/hubfs/Jame%20Green.png?width=50&name=Jame%20Green.png) [James Green](https://cognome.com/blog/author/james-green) Aug 15, 2025, 12:16:32 PM [Read more](https://cognome.com/blog/open-source-to-open-innovation-rethinking-self-service-research-infrastructure) [![ExplainerAI. Real-time explainable AI (XAI) insights and bias-free performance analytics.](https://cognome.com/hubfs/AI-Generated%20Media/Images/The%20image%20depicts%20a%20sleek%2c%20modern%20healthcare%20dashboard%20displayed%20on%20a%20highresolution%20screen.jpeg)](https://cognome.com/blog/explainerai-transforming-healthcare-with-ai-transparency) ## [ExplainerAI - Transforming Healthcare with AI Transparency](https://cognome.com/blog/explainerai-transforming-healthcare-with-ai-transparency) ![Picture of Boudey Aasman](https://app.hubspot.com/settings/avatar/7c58a4f4721d442b36e9c38ce033ede7) [Boudey Aasman](https://cognome.com/blog/author/boudey-aasman) Mar 6, 2025, 4:15:04 PM [Read more](https://cognome.com/blog/explainerai-transforming-healthcare-with-ai-transparency) [![Hospital setting where LLM automatically abstracts clinical data from patient medical charts](https://cognome.com/hubfs/Using%20Machine%20Learning%20to%20Automate%20Nurse%20Chart%20Abstraction.webp)](https://cognome.com/blog/using-large-language-models-to-automate-nurse-chart-abstraction) ## [Using Large Language Models to Automate Nurse Chart Abstraction](https://cognome.com/blog/using-large-language-models-to-automate-nurse-chart-abstraction) ![Picture of Christos Kritikos](https://app.hubspot.com/settings/avatar/5676d5e9806e554e5303a7856d374a69) [Christos Kritikos](https://cognome.com/blog/author/christos-kritikos) Feb 26, 2025, 2:28:03 PM [Read more](https://cognome.com/blog/using-large-language-models-to-automate-nurse-chart-abstraction) [![](https://cognome.com/hubfs/AI-Generated%20Media/Images/The%20image%20features%20a%20sleek%2c%20modern%20healthcare%20facility%20bustling%20with%20activity.jpeg)](https://cognome.com/blog/unlocking-the-future-of-clinical-trial-matching-the-power-of-ai-in-healthcare) ## [Optimizing Clinical Trial Matching using agentic AI](https://cognome.com/blog/unlocking-the-future-of-clinical-trial-matching-the-power-of-ai-in-healthcare) ![Picture of James Green](https://cognome.com/hs-fs/hubfs/Jame%20Green.png?width=50&name=Jame%20Green.png) [James Green](https://cognome.com/blog/author/james-green) Feb 4, 2025, 5:37:53 PM [Read more](https://cognome.com/blog/unlocking-the-future-of-clinical-trial-matching-the-power-of-ai-in-healthcare) [![](https://cognome.com/hubfs/AI-Generated%20Media/Images/The%20image%20depicts%20a%20modern%20healthcare%20facility%20bustling%20with%20activity.jpeg)](https://cognome.com/blog/going-beyond-atlas) ## [Going Beyond Atlas: Building a Learning Health System](https://cognome.com/blog/going-beyond-atlas) ![Picture of James Green](https://cognome.com/hs-fs/hubfs/Jame%20Green.png?width=50&name=Jame%20Green.png) [James Green](https://cognome.com/blog/author/james-green) Jan 13, 2025, 5:11:23 PM [Read more](https://cognome.com/blog/going-beyond-atlas) [![](https://cognome.com/hubfs/AI-Generated%20Media/Images/The%20image%20features%20a%20sleek%2c%20modern%20conference%20room%20bathed%20in%20warm%2c%20natural%20light%20streaming%20through%20large%20windows.jpeg)](https://cognome.com/blog/the-learning-health-system-maturity-model) ## [The Learning Health System Maturity Model](https://cognome.com/blog/the-learning-health-system-maturity-model) ![Picture of James Green](https://cognome.com/hs-fs/hubfs/Jame%20Green.png?width=50&name=Jame%20Green.png) [James Green](https://cognome.com/blog/author/james-green) Jan 13, 2025, 4:31:51 PM [Read more](https://cognome.com/blog/the-learning-health-system-maturity-model) [![](https://cognome.com/hubfs/AI-Generated%20Media/Images/The%20image%20depicts%20a%20modern%20podcast%20studio%2c%20featuring%20two%20microphones%20positioned%20in%20front%20of%20a%20sleek%20wooden%20table.jpeg)](https://cognome.com/blog/learning-health-system-podcast-launch) ## [Learning Health System Podcast Launch: AI in Healthcare](https://cognome.com/blog/learning-health-system-podcast-launch) ![Picture of James Green](https://cognome.com/hs-fs/hubfs/Jame%20Green.png?width=50&name=Jame%20Green.png) [James Green](https://cognome.com/blog/author/james-green) Dec 12, 2024, 5:26:31 PM [Read more](https://cognome.com/blog/learning-health-system-podcast-launch) ## 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. 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