ArticleScandinavian journal of trauma, resuscitation and emergency medicine2023
Diagnostic accuracy of clinical examination to identify life- and limb-threatening injuries in trauma patients.
Article in Scandinavian journal of trauma, resuscitation and emergency medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07634185 (Clinical Evaluation of an AI Risk Prediction and Decision Support System for Early Management of Injured Patients), which is not on this map. Cited by 17 papers, 1 of them a synthesis that pooled it.
What it found
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The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Clinical Evaluation of an AI Risk Prediction and Decision Support System for Early Management of Injured Patients: a Stepped-wedge Cluster Randomised Trial
Who cites it
17 citing papers in PubMed, 1 synthesis or guideline pooled it, 29 citations in OpenAlex.
- Explosive Weapons Trauma Care Collective (EXTRACCT) Clinical Practice Guideline: Transfer of Critically Injured Casualties.World journal of surgery · 2026Guideline
- Prehospital Injury Severity Estimate (PHISE) matches in-hospital trauma scores when embedded in AI models.NPJ digital medicine · 2026Article
- Need-standardised comparisons must not become a barrier to recognising and addressing sex and gender disparities in major trauma care.Scandinavian journal of trauma, resuscitation and emergency medicine · 2026Article
- Pain has limited predictive value for fractures following falls in older people: insight from a retrospective study.BMC emergency medicine · 2026Article
- On-scene predictors of injury severity, deterioration, and death following road injury: a systematic scoping review of information available to responders and its use in triage tools.Scandinavian journal of trauma, resuscitation and emergency medicine · 2025Article
- Indicators of early transfusion in paediatric trauma: a retrospective analysis of 11,849 cases from the TraumaRegister DGUScandinavian journal of trauma, resuscitation and emergency medicine · 2025Article
- Causes of death and types of injuries of avalanche fatalities based on forensic data: a scoping review.Resuscitation plus · 2025Review
- Epidemiology of prehospital traumatic cardiac arrest in Geneva: a retrospective cohort study.Scandinavian journal of trauma, resuscitation and emergency medicine · 2025Article
- Prioritising time-critical injuries and interventions for trapped motor vehicle collision patients: a Delphi study.Scandinavian journal of trauma, resuscitation and emergency medicine · 2025Article
- Comparison of machine learning and human prediction to identify trauma patients in need of hemorrhage control resuscitation (ShockMatrix study): a prospective observational study.The Lancet regional health. Europe · 2025Article
- Vehicle extrication in road traffic crashes: a descriptive analysis of an advanced medical rescue service in South Africa.African journal of emergency medicine : Revue africaine de la medecine d'urgence · 2025Article
- Extrication following a motor vehicle collision: a consensus statement on behalf of The Faculty of Pre-hospital Care, Royal College of Surgeons of Edinburgh.Scandinavian journal of trauma, resuscitation and emergency medicine · 2025Article
- Contemporary management of traumatic cardiac arrest and peri-arrest states: a narrative review.Journal of anesthesia, analgesia and critical care · 2024Review
- Accuracy between prehospital and hospital diagnosis in helicopter emergency medical services and its consequences for trauma care.European journal of trauma and emergency surgery : official publication of the European Trauma Society · 2024Article
- Bayesian networks may allow better performance and usability than logistic regression.Critical care (London, England) · 2024Article
- Identification of major hemorrhage in trauma patients in the prehospital setting: diagnostic accuracy and impact on outcome.Trauma surgery & acute care open · 2024Article
- Understanding pre-hospital blood transfusion decision-making for injured patients: an interview study.Emergency medicine journal : EMJ · 2023Article
Corrections and comments
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Authors and funding
11 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundTimely and accurate identification of life- and limb-threatening injuries (LLTIs) is a fundamental objective of trauma care that directly informs triage and treatment decisions. However, the diagnostic accuracy of clinical examination to detect LLTIs is largely unknown, due to the risk of contamination from in-hospital diagnostics in existing studies. Our aim was to assess the diagnostic accuracy of initial clinical examination for detecting life- and limb-threatening injuries (LLTIs). Secondary aims were to identify factors associated with missed injury and overdiagnosis, and determine the impact of clinician uncertainty on diagnostic accuracy.
methodsRetrospective diagnostic accuracy study of consecutive adult (≥ 16 years) patients examined at the scene of injury by experienced trauma clinicians, and admitted to a Major Trauma Center between 01/01/2019 and 31/12/2020. Diagnoses of LLTIs made on contemporaneous clinical records were compared to hospital coded diagnoses. Diagnostic performance measures were calculated overall, and based on clinician uncertainty. Multivariate logistic regression analyses identified factors affecting missed injury and overdiagnosis.
resultsAmong 947 trauma patients, 821 were male (86.7%), median age was 31 years (range 16-89), 569 suffered blunt mechanisms (60.1%), and 522 (55.1%) sustained LLTIs. Overall, clinical examination had a moderate ability to detect LLTIs, which varied by body region: head (sensitivity 69.7%, positive predictive value (PPV) 59.1%), chest (sensitivity 58.7%, PPV 53.3%), abdomen (sensitivity 51.9%, PPV 30.7%), pelvis (sensitivity 23.5%, PPV 50.0%), and long bone fracture (sensitivity 69.9%, PPV 74.3%). Clinical examination poorly detected life-threatening thoracic (sensitivity 48.1%, PPV 13.0%) and abdominal (sensitivity 43.6%, PPV 20.0%) bleeding. Missed injury was more common in patients with polytrauma (OR 1.83, 95% CI 1.62-2.07) or shock (systolic blood pressure OR 0.993, 95% CI 0.988-0.998). Overdiagnosis was more common in shock (OR 0.991, 95% CI 0.986-0.995) or when clinicians were uncertain (OR 6.42, 95% CI 4.63-8.99). Uncertainty improved sensitivity but reduced PPV, impeding diagnostic precision.
conclusionsClinical examination performed by experienced trauma clinicians has only a moderate ability to detect LLTIs. Clinicians must appreciate the limitations of clinical examination, and the impact of uncertainty, when making clinical decisions in trauma. This study provides impetus for diagnostic adjuncts and decision support systems in trauma.
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