Machine and Deep Learning Models for Hypoxemia Severity Triage in CBRNE Emergencies
Background/Objectives: This study develops machine learning (ML) models to predict hypoxemia severity during emergency triage, particularly in Chemical, Biological, Radiological, Nuclear, and Explosive (CBRNE) scenarios, using physiological data from medical-grade sensors. Methods: Tree-based models...
| Published in: | Diagnostics |
|---|---|
| Main Authors: | Santino Nanini, Mariem Abid, Yassir Mamouni, Arnaud Wiedemann, Philippe Jouvet, Stephane Bourassa |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2024-12-01
|
| Subjects: | |
| Online Access: | https://www.mdpi.com/2075-4418/14/23/2763 |
Similar Items
The Potential of Emergency Medical Response to CBRNE Threats in the Context of Military-Civilian Cooperation
by: Arkadiusz Trzos, et al.
Published: (2024-12-01)
by: Arkadiusz Trzos, et al.
Published: (2024-12-01)
The role of artificial intelligence in protecting frontline forces in CBRNE incidents
by: Hesam Seyedin, et al.
Published: (2025-04-01)
by: Hesam Seyedin, et al.
Published: (2025-04-01)
CBRNE Mobile Analytical Laboratory of the State Fire Service – Analysis of Technical and Normative Solutions Applied
by: Grzegorz Bugaj, et al.
Published: (2025-06-01)
by: Grzegorz Bugaj, et al.
Published: (2025-06-01)
Association of Oxygen Saturation on Home Pulse Oximetry With Telephone Triage DecisionTake-Home Points
by: Diana C. Bouhassira, MD, et al.
Published: (2025-03-01)
by: Diana C. Bouhassira, MD, et al.
Published: (2025-03-01)
On the Mental Health Needs Under the Russian Invasion in Ternopil, Ukraine: A Preliminary Report on the Provision of Mental Health Service
by: Mizuki Hino, et al.
Published: (2023-06-01)
by: Mizuki Hino, et al.
Published: (2023-06-01)
Postoperative hypoxemia due to fat embolism
by: Tarun Bhalla, et al.
Published: (2011-01-01)
by: Tarun Bhalla, et al.
Published: (2011-01-01)
Pediatric Disaster Triage System
by: Gülşen YALÇIN, et al.
Published: (2022-08-01)
by: Gülşen YALÇIN, et al.
Published: (2022-08-01)
START Triage Scale in Disasters
by: Galip Usta, et al.
Published: (2017-07-01)
by: Galip Usta, et al.
Published: (2017-07-01)
The Effect of START Triage Simulation Method on the Preparedness of Puskesmas Nurses at Risk Disaster in Helping Victims in Ternate
by: Aminudin Muhammad, et al.
Published: (2023-11-01)
by: Aminudin Muhammad, et al.
Published: (2023-11-01)
PREDICTORS OF HYPOXEMIA IN BRONCHIOLITIS IN A SAMPLE OF IRAQI INFANTS
by: Numan Nafie Hameed, et al.
Published: (2008-07-01)
by: Numan Nafie Hameed, et al.
Published: (2008-07-01)
Health Professionals of Emergency Service: Evaluation of Triage and Ethical Values in Disaster Medicine
by: Şükran Sevimli, et al.
Published: (2015-09-01)
by: Şükran Sevimli, et al.
Published: (2015-09-01)
A comparison of SIEVE, SORT, and START triage training effectiveness between immersive interactive 3D learning materials using virtual reality (VR-SSST) and traditional methods in mass casualty incidents
by: Kritsada Chumvanichaya, et al.
Published: (2025-03-01)
by: Kritsada Chumvanichaya, et al.
Published: (2025-03-01)
The implication of a translational triage tool in mass casualty incidents: part three: a multinational study, using validated patient cards
by: Amir Khorram-Manesh, et al.
Published: (2023-11-01)
by: Amir Khorram-Manesh, et al.
Published: (2023-11-01)
Is Rome ready to react to chemical, biological, radiological, nuclear, and explosive attacks? A tabletop simulation
by: Francesco Rosiello, et al.
Published: (2024-05-01)
by: Francesco Rosiello, et al.
Published: (2024-05-01)
Numerical Fluid Dynamics Simulation for Drones’ Chemical Detection
by: Fabio Marturano, et al.
Published: (2021-07-01)
by: Fabio Marturano, et al.
Published: (2021-07-01)
Ophthalmic implications of biological threat agents according to the chemical, biological, radiological, nuclear, and explosives framework
by: Emma H. Curran, et al.
Published: (2024-01-01)
by: Emma H. Curran, et al.
Published: (2024-01-01)
Complication of pregnancy as sequence of hypoxemia of uteroplacental unit
by: Dugalić Stefan, et al.
Published: (2018-01-01)
by: Dugalić Stefan, et al.
Published: (2018-01-01)
A New Method of Matrix-Based Triage for Nuclear Disasters
by: Pramod Kumar, et al.
Published: (2023-12-01)
by: Pramod Kumar, et al.
Published: (2023-12-01)
Teaching triage in disaster medicine – same subject, but different approach
by: Amir Khorram-Manesh
Published: (2025-01-01)
by: Amir Khorram-Manesh
Published: (2025-01-01)
Investigating the Effect of Training With the Method of Simulation on the Knowledge and Performance of Nursing Students in the Pre-Hospital Triage
by: Roohollah Farhadloo, et al.
Published: (2018-04-01)
by: Roohollah Farhadloo, et al.
Published: (2018-04-01)
Hypoxemia after pneumothorax exsufflation: a case report
by: William Ngatchou, et al.
Published: (2017-11-01)
by: William Ngatchou, et al.
Published: (2017-11-01)
Five Level Triage vs. Four Level Triage in a Quaternary Emergency Department: National Analysis on Waiting Time, Validity, and Crowding—The CREONTE (Crowding and RE-Organization National TriagE) Study Group
by: Gabriele Savioli, et al.
Published: (2023-04-01)
by: Gabriele Savioli, et al.
Published: (2023-04-01)
Doing the Vimy Glide: Intersections of Landscape, Art, and Memory in Vern Thiessen’s Vimy
by: Jan Lermitte
Published: (2015-05-01)
by: Jan Lermitte
Published: (2015-05-01)
Deep Learning for Information Triage on Twitter
by: Michal Ptaszynski, et al.
Published: (2021-07-01)
by: Michal Ptaszynski, et al.
Published: (2021-07-01)
Nocturnal Hypoxemia Due to Obstructive Sleep Apnea Is an Independent Predictor of Poor Prognosis After Myocardial Infarction
by: Jiang Xie, et al.
Published: (2016-08-01)
by: Jiang Xie, et al.
Published: (2016-08-01)
Health education on disaster triage as an effort to change the attitudes of people living in tsunami-prone areas
by: Aesthetica Islamy, et al.
Published: (2023-07-01)
by: Aesthetica Islamy, et al.
Published: (2023-07-01)
The Quandaries of the Principle of Triage
by: D. Knapp van Bogaert, et al.
Published: (2005-03-01)
by: D. Knapp van Bogaert, et al.
Published: (2005-03-01)
Acute onset of refractory hypoxemia: A rare hemodynamic cause of dyspnea
by: Tommaso Valobra, et al.
Published: (2019-01-01)
by: Tommaso Valobra, et al.
Published: (2019-01-01)
Effect of nasal mask oxygenation on incidence of hypoxemia during gastroscopy with propofol sedation in patients at risk of hypoxemia: a prospective randomized controlled study
by: Wenlong Yan, et al.
Published: (2025-07-01)
by: Wenlong Yan, et al.
Published: (2025-07-01)
A Novel Triage for Crowded Emergency Clinics: Patient Triage
by: Mehmet Husamettin Akkucuk, et al.
Published: (2014-09-01)
by: Mehmet Husamettin Akkucuk, et al.
Published: (2014-09-01)
Thyrotoxic periodic Paralysis With hypoxemia: A case report and a comprehensive review
by: Wei Song, et al.
Published: (2025-03-01)
by: Wei Song, et al.
Published: (2025-03-01)
Sudden severe hypoxemia and reintubation after uneventful laparoscopic surgery: A case report
by: Y.P. Zhang, et al.
Published: (2023-12-01)
by: Y.P. Zhang, et al.
Published: (2023-12-01)
Evaluating digital triage symptom checker with historical triage-related adverse events
by: Jonathan Ilicki, et al.
Published: (2025-09-01)
by: Jonathan Ilicki, et al.
Published: (2025-09-01)
Videography and student engagement: The potentials of battlefield tourism
by: Raynald Harvey Lemelin, et al.
Published: (2016-05-01)
by: Raynald Harvey Lemelin, et al.
Published: (2016-05-01)
Effect of triage training on nurses with Emergency severity index and Australian triage scale: Α quasi-experimental study
by: George Pontisidis, et al.
Published: (2024-10-01)
by: George Pontisidis, et al.
Published: (2024-10-01)
Sound event triage: detecting sound events considering priority of classes
by: Noriyuki Tonami, et al.
Published: (2023-01-01)
by: Noriyuki Tonami, et al.
Published: (2023-01-01)
Outcomes and Functional Deterioration in Hospital Admissions with Acute Hypoxemia
by: Susanne Simon, et al.
Published: (2024-03-01)
by: Susanne Simon, et al.
Published: (2024-03-01)
Establishing a common ground: the future of triage systems
by: Arian Zaboli
Published: (2024-08-01)
by: Arian Zaboli
Published: (2024-08-01)
Pulmonary arteriovenous malformation: not all hypoxemia during COVID-19 is the same
by: Ramitha Ramachandran, et al.
Published: (2024-11-01)
by: Ramitha Ramachandran, et al.
Published: (2024-11-01)
Overestimation of Oxygen Saturation Measured by Pulse Oximetry in Hypoxemia. Part 1: Effect of Optical Pathlengths-Ratio Increase
by: Eyal Elron, et al.
Published: (2023-01-01)
by: Eyal Elron, et al.
Published: (2023-01-01)
Similar Items
-
The Potential of Emergency Medical Response to CBRNE Threats in the Context of Military-Civilian Cooperation
by: Arkadiusz Trzos, et al.
Published: (2024-12-01) -
The role of artificial intelligence in protecting frontline forces in CBRNE incidents
by: Hesam Seyedin, et al.
Published: (2025-04-01) -
CBRNE Mobile Analytical Laboratory of the State Fire Service – Analysis of Technical and Normative Solutions Applied
by: Grzegorz Bugaj, et al.
Published: (2025-06-01) -
Association of Oxygen Saturation on Home Pulse Oximetry With Telephone Triage DecisionTake-Home Points
by: Diana C. Bouhassira, MD, et al.
Published: (2025-03-01) -
On the Mental Health Needs Under the Russian Invasion in Ternopil, Ukraine: A Preliminary Report on the Provision of Mental Health Service
by: Mizuki Hino, et al.
Published: (2023-06-01)
