41,554 blogs · 4,981,167 posts Claim your blog

Record · corpus.blog/posts/01a0d1d7-08e1-73b5-8aea-5d7270134f6f

From Pilot to Proof — Real‑World Evaluation & Drift Monitoring for Health AI

Atomic Object · published 22 January 2026

A record is what was published and who pointed at it. The text of the post is not held here: read it at the source, or at its Wayback capture.

Read the post at spin.atomicobject.com Wayback capture

0blogs citing

First cited: —
Most recent: —
Rank this month: not ranked
External links: 13
Words captured: 2,582

Cited by

No blog we hold has cited this post yet.

Links from this post

Link

Host

https://www.fda.gov/files/AI-Lifecycle-Concept-Diagram-Per-Phase-Considerations.png

fda.gov

https://www.fda.gov/medical-devices/digital-health-center-excellence/blog-lifecycle-management-approach-toward-delivering-safe-effective-ai-enabled-health-care

fda.gov

https://www.aha.org/news/headline/2025-09-30-fda-seeks-feedback-measuring-ai-enabled-medical-device-performance

aha.org

https://www.forbes.com/sites/jasonsnyder/2025/08/26/mit-finds-95-of-genai-pilots-fail-because-companies-avoid-friction/

forbes.com

https://www.economist.com/technology-quarterly/2020/06/11/the-potential-and-the-pitfalls-of-medical-ai

economist.com

https://www.nature.com/articles/s41746-021-00463-1

nature.com

https://www.ibm.com/think/topics/model-drift

ibm.com

https://www.fda.gov/medical-devices/digital-health-center-excellence/artificial-intelligence-and-machine-learning-software-medical-device

fda.gov

https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/model_monitoring/model_monitoring.ipynb

colab.research.google.com

https://www.fda.gov/news-events/press-announcements/fda-issues-comprehensive-draft-guidance-developers-artificial-intelligence-enabled-medical-devices

fda.gov

https://www.forbes.com/sites/spencerdorn/2024/10/10/healthcare-ais-elusive-roi/

forbes.com

https://www.healthit.gov/topic/laws-regulation-and-policy/health-data-technology-and-interoperability-certification-program

healthit.gov

https://www.fda.gov/medical-devices/medical-device-regulatory-science-research-programs-conducted-osel/methods-and-tools-effective-postmarket-monitoring-artificial-intelligence-ai-enabled-medical-devices

fda.gov