AI Decided You Could Wait: ER Triage Algorithms [41]

AI is already deciding who gets seen first in emergency rooms, and who waits. Across hundreds of hospitals, triage algorithms have missed real sepsis cases, under‑referred Black patients, and blocked chronic pain prescriptions with no appeal. As transparency rules are rolled back, who is accountable when artificial intelligence systems quietly decide you can wait?

Episode notes at: https://aifreakyfacts.com/stories/

Topics Covered:

AI in healthcare, clinical AI, AI triage algorithms, emergency department AI, algorithmic bias, healthcare algorithm failures, sepsis prediction models, Epic sepsis algorithm, Optum risk scoring, NarxCare opioid scoring, AI patient safety, clinical decision support, FDA AI regulation, algorithmic transparency, model cards, healthcare rationing, kidney transplant race correction, women’s heart attack symptoms, PATCHS NHS, AI accountability, AI Freaky Facts

References:

1. National Policy to Remedy Harms of Race-Based Kidney Function Estimation Associated with Increased Transplants for Black Patients (March 2026)

https://www.massgeneralbrigham.org/en/about/newsroom/press-releases/national-policy-associated-with-increased-kidney-transplants-for-black-patients

2. Research Identifies Blind Spots in AI Medical Triage (February 2026)

https://www.mountsinai.org/about/newsroom/2026/research-identifies-blind-spots-in-ai-medical-triage

3. Uncovering Latent Bias in LLM-Based Emergency Department Triage Through Proxy Variables (January 2026)

https://arxiv.org/pdf/2601.15306

4. When algorithms deny care: bias in healthcare AI (2025 review)

https://knowledge.responsibleailabs.ai/knowledge-hub/healthcare/healthcare-ai-bias

5. Artificial intelligence in emergency department triage: perspective of human professionals (January 2026)

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12816261/

6. AI-powered triage 2026: how emergency departments are using machine learning (March 2026)

https://www.iatrox.com/blog/ai-powered-triage-2026-emergency-departments-machine-learning

7. Dissecting racial bias in an algorithm used to manage the health of populations (2019)

https://pubmed.ncbi.nlm.nih.gov/31649194/

8. External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients (2021)

https://pmc.ncbi.nlm.nih.gov/articles/PMC8218233/

9. Artificial Intelligence May Influence Whether You Can Get Pain Medication (2023)

https://kffhealthnews.org/news/artificial-intelligence-pain-medication-narx-score/

10. Inside the bruising battle to purge race from a kidney disease calculator (2024)

https://www.statnews.com/2024/09/05/embedded-bias-part-3-kidney-disease-egfr-blood-test-racial-bias-kidney-transplant-list/

Music Credits:

1. "Dark Tension Atmosphere" (Universfield)

https://pixabay.com/music/ambient-dark-tension-atmosphere-516336/

Free for use under the Pixabay license - https://pixabay.com/service/license-summary/

2. "Dark Ambient Emotions Music" (DeusLower)

https://pixabay.com/music/mystery-dark-ambient-emotions-music-259996/

Free for use under the Pixabay license - https://pixabay.com/service/license-summary/

3. "Background Ambient Documentary" (AKTASOK)

https://pixabay.com/music/corporate-background-ambient-documentary-173954/

Free for use under the Pixabay license - https://pixabay.com/service/license-summary/

4. "Soft Predictions" (alanajordan)

https://pixabay.com/music/pop-soft-predictions-513087/

Free for use under the Pixabay license - https://pixabay.com/service/license-summary/

This podcast is narrated by the host's own voice, powered by AI.