AI for ED triage
Machine learning and language models used to support triage in the emergency department.
Papers per year
Each bar is 12 months; the last one ends 17 Oct 2026. New trials in the same years: 9, 4, 5, 5, 14.
All papers from the last 12 months
178 papers (18 Oct 2025 – 17 Oct 2026), newest first. Loading the full list…
- Artificial Intelligence Readiness in Emergency Medicine: Expert Consensus Opinion for Preparing the WorkforceJ Am Coll Emerg Physicians Open2026 DecPMID 42757008
- ED-triage-agent: a multi-agent framework for human-in-the-loop emergency triageInt J Med Inform2026 Nov 15PMID 42612553
- Diagnostic performance of an open-source artificial intelligence model for detecting chest infections on after-hours emergency department chest radiographs in SingaporeBMJ Health Care Inform2026 Oct 13PMID 42869615
- Evaluating Generative Artificial Intelligence Chatbots in Answering Public Questions About Altered Consciousness: A Comparative Study of Safety, Accuracy, Reliability, and ReadabilityJ Emerg Nurs2026 Oct 7PMID 42848354
- Towards automatic analysis of clinical notes for injuries of bicycles and other micromobility devices using natural language processingInj Prev2026 Oct 6PMID 42838716
- Artificial intelligence-driven triage in emergency departments: a comparative study of machine learning approachesRev Assoc Med Bras (1992)2026PMID 42848644
- Artificial Intelligence Triage of Urgent Versus Non-Urgent CT Brain Findings to Support Expedited Emergency Department Disposition: A Retrospective Validation StudyEmerg Med Australas2026 OctPMID 42773090
- Using Sydney Triage to Admission Risk Tool With Artificial Intelligence (START-AI) to Predict Inpatient Admitting Specialty for Emergency Department Patients: Single Centre Deep Learning AnalysisEmerg Med Australas2026 OctPMID 42692462
- Evaluating Large Language Model-Assisted Emergency Triage: A Comparison of Acuity Assessments by GPT-4 and Medical ExpertsJ Clin Nurs2026 OctPMID 39610042
- Development and Temporal Validation of a Logistic Regression-Based Risk Score for Identifying Life-Threatening Chest Pain at Emergency Department Triage: A Retrospective Cohort StudyVasc Health Risk Manag2026PMID 42807935
More emergency medicine trends
All specialties →Point-of-care ultrasound in the ED
Bedside ultrasound performed by emergency clinicians for diagnosis and procedures.
Key point: Focused transesophageal echocardiography should only be performed during advanced cardiopulmonary resuscitation or unclear shock when focused transthoracic echocardiography cannot clarify the issue.
High-sensitivity troponin pathways
Rapid rule-in and rule-out algorithms for myocardial infarction using high-sensitivity troponin.
Key point: The ESC 0/1-hour pathway did not increase 4-hour discharge versus 0/3-hour testing but was noninferior for discharge safety.
ED boarding and crowding
Patients held in the emergency department while waiting for an inpatient bed, and its effects.
Whole blood in trauma resuscitation
Transfusing whole blood instead of separate components in bleeding trauma patients.
Tranexamic acid in bleeding
Tranexamic acid in trauma and other acute haemorrhage.
Key point: Tranexamic acid does not affect all-cause mortality, functional outcomes, neurological impairment, or hematoma expansion in spontaneous intracerebral hemorrhage, despite reducing hematoma volume.
Video laryngoscopy
Video laryngoscopes for tracheal intubation.
Key point: For neonatal and infant airway management, videolaryngoscopy is the first choice for intubation, with apneic oxygenation during the attempt.
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How these numbers are counted
PubMed query, searched in titles and abstracts by publication date:
("artificial intelligence"[tiab] OR "machine learning"[tiab] OR "large language model*"[tiab]) AND "emergency department"[tiab] AND triage[tiab]Trials: ClinicalTrials.gov studies first submitted in each 12-month window that match the same terms. A query can miss synonyms or catch unrelated papers, so treat counts as approximate.