Health Technology/clinical-trials

Completed Study Compares Clinical Decisions with AI Predictions for ICU Admissions — Implications for Emergency Medicine Practice

247 Health News Editorial

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15 Apr 2026

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3 min read

·clinical-trials

A completed Turkish study compared clinical ICU admission decisions with AI predictions in 624 emergency department patients. The research provides insights into AI accuracy for critical care decision-making with implications for emergency medicine practice.

Originally reported by ClinicalTrials.gov

References

  1. 1.Australian Institute of Health and Welfare. (2023). Admitted patient care 2021-22: Australian hospital statistics (HSE 280). AIHW. https://www.aihw.gov.au/reports/hospitals/admitted-patient-care-2021-22
  2. 2.Beam, A. L., & Kohane, I. S. (2018). Big data and machine learning in health care. JAMA, 319(13), 1317-1318. https://doi.org/10.1001/jama.2017.18391
  3. 3.Bursa Yuksek Ihtisas Training and Research Hospital. (2024). Evaluation of the Accuracy of Intensive Care Unit (ICU) Admission Indications in Emergency Department Patients: A Comparison Between Clinical Decisions and ChatGPT-4o Prediction. ClinicalTrials.gov. https://clinicaltrials.gov/study/NCT06726733
  4. 4.Cardoso, L. T., Grion, C. M., Matsuo, T., Anami, E. H., Kauss, I. A., Seko, L., & Bonametti, A. M. (2011). Impact of delayed admission to intensive care units on mortality of critically ill patients: a cohort study. Critical Care, 15(1), R28. https://doi.org/10.1186/cc9975
  5. 5.Churpek, M. M., Yuen, T. C., & Edelson, D. P. (2013). Risk stratification of hospitalized patients on the wards. Chest, 143(6), 1758-1765. https://doi.org/10.1378/chest.12-1605
  6. 6.Kaukonen, K. M., Bailey, M., Suzuki, S., Pilcher, D., & Bellomo, R. (2014). Mortality related to severe sepsis and septic shock among critically ill patients in Australia and New Zealand, 2000-2012. JAMA, 311(13), 1308-1316. https://doi.org/10.1001/jama.2014.2637
  7. 7.Rajkomar, A., Dean, J., & Kohane, I. (2019). Machine learning in medicine. New England Journal of Medicine, 380(14), 1347-1358. https://doi.org/10.1056/NEJMra1814259
  8. 8.Stelfox, H. T., Hemmelgarn, B. R., Bagshaw, S. M., Gao, S., Doig, C. J., Nijssen-Jordan, C., & Manns, B. (2012). Intensive care unit bed availability and outcomes for hospitalized patients with sudden clinical deterioration. Archives of Internal Medicine, 172(22), 1695-1701. https://doi.org/10.1001/archinternmed.2012.3080
  9. 9.Topol, E. J. (2019). High-performance medicine: the convergence of human and artificial intelligence. Nature Medicine, 25(1), 44-56. https://doi.org/10.1038/s41591-018-0300-7
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247 Health News Editorial

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