AIMC Topic: Triage

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Rise of Robot Radiologists.

Nature Dec 1, 2019
Humans Sensitivity and Specificity Diagnostic Errors Breast Neoplasms Cardiovascular Diseases Diagnosis, Computer-Assisted Diabetic Retinopathy Tomography, X-Ray Computed Clinical Decision-Making Female Retina Tuberculosis United States Food and Drug Administration Datasets as Topic Practice Guidelines as Topic Uncertainty Confounding Factors, Epidemiologic Cell Phone Robotics Radiology Bias Radiologists Healthcare Disparities Deep Learning United States Mammography Triage
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A Machine Learning-Based Triage Tool for Children With Acute Infection in a Low Resource Setting.

Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies Dec 1, 2019
OBJECTIVES: To deploy machine learning tools (random forests) to develop a model that reliably predicts hospital mortality in children with acute infections residing in low- and middle-income countries, using age and other variables collected at hosp...
Male Infant Severity of Illness Index Adolescent Rwanda Humans Developing Countries Child, Preschool Child Mortality Child Machine Learning Sex Factors Hospital Mortality Prospective Studies Age Factors Infections Prognosis Triage Vital Signs Female
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Designing and executing a functional exercise to test a novel informatics tool for mass casualty triage.

Journal of the American Medical Informatics Association : JAMIA Oct 1, 2019
OBJECTIVE: The testing of informatics tools designed for use during mass casualty incidents presents a unique problem as there is no readily available population of victims or identical exposure setting. The purpose of this article is to describe the...
Disasters Mass Casualty Incidents Chemical Hazard Release South Carolina Triage Emergency Service, Hospital Chlorine Disaster Planning Humans Artificial Intelligence Mobile Applications
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Comparison of Machine Learning Optimal Classification Trees With the Pediatric Emergency Care Applied Research Network Head Trauma Decision Rules.

JAMA pediatrics Jul 1, 2019
IMPORTANCE: Computed tomographic (CT) scanning is the standard for the rapid diagnosis of intracranial injury, but it is costly and exposes patients to ionizing radiation. The Pediatric Emergency Care Applied Research Network (PECARN) rules for ident...
Follow-Up Studies Emergency Medical Services Triage Emergency Service, Hospital Trauma Severity Indices Craniocerebral Trauma Male Infant Adolescent Child, Preschool Child Decision Support Techniques Prospective Studies Female Infant, Newborn Humans Machine Learning
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Deep Learning Natural Language Processing Successfully Predicts the Cerebrovascular Cause of Transient Ischemic Attack-Like Presentations.

Stroke Mar 1, 2019
Background and Purpose- Triaging of referrals to transient ischemic attack (TIA) clinics is aided by risk stratification. Deep learning-based natural language processing, a type of machine learning, may be able to assist with the prediction of cerebr...
Humans Neural Networks, Computer Machine Learning Predictive Value of Tests Middle Aged Triage Risk Assessment Female Cerebrovascular Disorders Natural Language Processing Deep Learning False Positive Reactions Area Under Curve Aged Treatment Outcome Ischemic Attack, Transient Aged, 80 and over Magnetic Resonance Imaging Male
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Heart rate variability based machine learning models for risk prediction of suspected sepsis patients in the emergency department.

Medicine Feb 1, 2019
Early identification of high-risk septic patients in the emergency department (ED) may guide appropriate management and disposition, thereby improving outcomes. We compared the performance of machine learning models against conventional risk stratifi...
Humans Socioeconomic Factors Machine Learning Triage Female Emergency Service, Hospital Reproducibility of Results Singapore Heart Rate Organ Dysfunction Scores Aged Aged, 80 and over Male Middle Aged Severity of Illness Index Sepsis Hospital Mortality Systemic Inflammatory Response Syndrome ROC Curve
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Deep Learning in Medicine. Are We Ready?

Annals of the Academy of Medicine, Singapore Jan 1, 2019
Diabetic Retinopathy Artificial Intelligence Machine Learning Melanoma Skin Neoplasms Referral and Consultation Humans Deep Learning Image Processing, Computer-Assisted Mass Screening Triage
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Machine learning for psychiatric patient triaging: an investigation of cascading classifiers.

Journal of the American Medical Informatics Association : JAMIA Nov 1, 2018
OBJECTIVE: Develop an approach, One-class-at-a-time, for triaging psychiatric patients using machine learning on textual patient records. Our approach aims to automate the triaging process and reduce expert effort while providing high classification ...
Humans Pattern Recognition, Automated Decision Support Techniques Classification Machine Learning Medical Records Mental Disorders Algorithms Reproducibility of Results Triage Patient Acuity
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The Long and Winding Triage Road.

Annals of emergency medicine May 1, 2018
Triage Humans Machine Learning
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Quro: Facilitating User Symptom Check Using a Personalised Chatbot-Oriented Dialogue System.

Studies in health technology and informatics Jan 1, 2018
Automated conversational agents built with medical applications in mind, have the potential to reduce healthcare readmissions and improve accessibility to medical knowledge. In this work, we demonstrate the development and evaluation of an automated ...
Natural Language Processing Automation Humans Orientation, Spatial Language Communication Triage
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