---
title: "Healthcare AI Blog: AI and ML in Healthcare (2)"
description: "The Cognome blog: Insights on healthcare AI, machine leaning healthcare systems, clinical decision support, and AI governance. (2)"
image: https://cognome.com/hubfs/cognome%20logo%20icon%20w%20background.png
---

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# 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/AI-Generated%20Media/Images/The%20image%20depicts%20a%20bustling%20exhibition%20space%20at%20the%20HIMSS26%20conference%20in%20Las%20Vegas%20This%20should%20be%20a%20photo%20realistic%20rendition%20A%20large%20modern%20booth%20l.png)](https://cognome.com/blog/cognome-and-intel-partnership)

## [Cognome and Intel Partner to Bring Clinically Validated AI to Healthcare at Scale](https://cognome.com/blog/cognome-and-intel-partnership)

![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 23, 2026, 2:32:43 PM

[Read more](https://cognome.com/blog/cognome-and-intel-partnership)

[![](https://cognome.com/hubfs/The%20Year%20Ahead.png)](https://cognome.com/blog/top-5-ai-adoption-trends-in-healthcare-for-2026)

## [A view from the trenches: The top 5 AI adoption trends in healthcare for 2026](https://cognome.com/blog/top-5-ai-adoption-trends-in-healthcare-for-2026)

![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 9, 2026, 10:09:33 AM

[Read more](https://cognome.com/blog/top-5-ai-adoption-trends-in-healthcare-for-2026)

[![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)

[![Trust starts before the model is built](https://cognome.com/hubfs/Trust.png)](https://cognome.com/blog/trust-starts-before-the-model)

## [Engineering Trust in Healthcare AI: It Starts Before the Model](https://cognome.com/blog/trust-starts-before-the-model)

![Picture of Christos Kritikos](https://app.hubspot.com/settings/avatar/5676d5e9806e554e5303a7856d374a69) [Christos Kritikos](https://cognome.com/blog/author/christos-kritikos) 

 Jun 10, 2025, 11:53:57 AM

[Read more](https://cognome.com/blog/trust-starts-before-the-model)

[![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)

[![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)

[![Harnessing NLP for Smarter Healthcare](https://cognome.com/hubfs/AI-Generated%20Media/Images/The%20image%20features%20a%20modern%20healthcare%20conference%20setting%2c%20with%20a%20diverse%20group%20of%20attendees%20seated%20in%20a%20welllit%20auditorium.jpeg)](https://cognome.com/blog/harnessing-nlp-for-smarter-healthcare)

## [Harnessing NLP for Smarter Healthcare: What Every Healthcare Executive Should Know](https://cognome.com/blog/harnessing-nlp-for-smarter-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) 

 Mar 4, 2025, 2:00:01 PM

[Read more](https://cognome.com/blog/harnessing-nlp-for-smarter-healthcare)

[![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)

[![Seamless integration of AI and machine learning in healthcare](https://cognome.com/hubfs/AI%20ML%20optimize%20point-of-care%201.webp)](https://cognome.com/blog/using-ai-and-ml-to-optimize-point-of-care-and-referrals-in-healthcare)

## [Using AI and ML to Optimize Point-of-Care and Referrals in Healthcare](https://cognome.com/blog/using-ai-and-ml-to-optimize-point-of-care-and-referrals-in-healthcare)

![Picture of Christos Kritikos](https://app.hubspot.com/settings/avatar/5676d5e9806e554e5303a7856d374a69) [Christos Kritikos](https://cognome.com/blog/author/christos-kritikos) 

 Feb 12, 2025, 3:00:53 PM

[Read more](https://cognome.com/blog/using-ai-and-ml-to-optimize-point-of-care-and-referrals-in-healthcare)

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