Cargando…

The Clinical Application of Machine Learning-Based Models for Early Prediction of Hemorrhage in Trauma Intensive Care Units

Uncontrolled post-traumatic hemorrhage is an important cause of traumatic mortality that can be avoided. This study intends to use machine learning (ML) to build an algorithm based on data collected from an electronic health record (EHR) system to predict the risk of delayed bleeding in trauma patie...

Descripción completa

Detalles Bibliográficos
Autores principales:	Lee, Shih-Wei, Kung, His-Chun, Huang, Jen-Fu, Hsu, Chih-Po, Wang, Chia-Cheng, Wu, Yu-Tung, Wen, Ming-Shien, Cheng, Chi-Tung, Liao, Chien-Hung
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2022
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9699320/ https://www.ncbi.nlm.nih.gov/pubmed/36422077 http://dx.doi.org/10.3390/jpm12111901

Ejemplares similares

The Impact of Selenium Supplementation on Trauma Patients—Systematic Review and Meta-Analysis
por: Huang, Jen-Fu, et al.
Publicado: (2022)

The Impact on the Clinical Prognosis of Low Serum Selenium Level in Patients with Severe Trauma: Systematic Review and Meta-Analysis
por: Chan, Shang-Yu, et al.
Publicado: (2022)

The Current Diagnostic Accuracy on Free Peritoneal Fluid in Computed Tomography to Determinate the Necessity of Surgery in Blunt Bowel and Mesenteric Trauma—Systemic Review and Meta-Analysis
por: Chen, Szu-An, et al.
Publicado: (2021)

Timely surgical fixation confers beneficial outcomes in patients’ concomitant flail chest with mild-to-moderate traumatic brain injury: a trauma quality improvement project analysis – a cohort study
por: Liao, Chien-An, et al.
Publicado: (2023)

Pelvic injury prognosis is more closely related to vascular injury severity than anatomical fracture complexity: the WSES classification for pelvic trauma makes sense
por: Wu, Yu-Tung, et al.
Publicado: (2020)

Post-Irradiation Sinus Mucosa Disease in Nasopharyngeal Carcinoma Patients Treated with Intensity-Modulated Proton Therapy
por: Wu, Pei-Wen, et al.
Publicado: (2022)

How much could a low COVID-19 pandemic change the injury trends? A single-institute, retrospective cohort study
por: Kuo, Ling-Wei, et al.
Publicado: (2021)

An Image-Based Mobile Health App for Postdrainage Monitoring: Usability Study
por: Liao, Chien-Hung, et al.
Publicado: (2020)

Inequality of trauma care under a single-payer universal coverage system in Taiwan: a nationwide cohort study from the National Health Insurance Research Database
por: Kuo, Ling-wei, et al.
Publicado: (2019)

The risk factors of concomitant intraperitoneal and retroperitoneal hemorrhage in the patients with blunt abdominal trauma
por: Wu, Chun-Yi, et al.
Publicado: (2015)

Automatic Hip Detection in Anteroposterior Pelvic Radiographs—A Labelless Practical Framework
por: Liu, Feng-Yu, et al.
Publicado: (2021)

The Surgical Timing and Complications of Rib Fixation for Rib Fractures in Geriatric Patients
por: Chen, Szu-An, et al.
Publicado: (2022)

The role of acute care surgeons in treating rib fractures—a retrospective cohort study from a single level I trauma center
por: Wang, Chia-Cheng, et al.
Publicado: (2022)

A scalable physician-level deep learning algorithm detects universal trauma on pelvic radiographs
por: Cheng, Chi-Tung, et al.
Publicado: (2021)

Artificial intelligence-based education assists medical students’ interpretation of hip fracture
por: Cheng, Chi-Tung, et al.
Publicado: (2020)

Abstract: Predictors of Angiographic Hemostasis in Life-Threatening Oronasal Hemorrhage Following Facial Trauma
por: Hsu, Fang-Yu, et al.
Publicado: (2016)

Retraction Note: The role of acute care surgeons in treating rib fractures—a retrospective cohort study from a single level I trauma center
por: Wang, Chia-Cheng, et al.
Publicado: (2023)

The Feasibility and Performance of Total Hip Replacement Prediction Deep Learning Algorithm with Real World Data
por: Chen, Chih-Chi, et al.
Publicado: (2023)

Determining delayed admission to the intensive care unit for mechanically ventilated patients in the emergency department
por: Hung, Shih-Chiang, et al.
Publicado: (2014)

The Feasibility and Efficiency of Remote Spirometry System on the Pulmonary Function for Multiple Ribs Fracture Patients
por: Liao, Chien-An, et al.
Publicado: (2021)

Comparison of machine learning models for the prediction of mortality of patients with unplanned extubation in intensive care units
por: Hsieh, Meng Hsuen, et al.
Publicado: (2018)

Eighteen years’ experience of traumatic subclavian vascular injury in a tertiary referral trauma center
por: Kou, Hao-Wei, et al.
Publicado: (2019)

Immune profiles and clinical outcomes between sepsis patients with or without active cancer requiring admission to intensive care units
por: Fang, Wen-Feng, et al.
Publicado: (2017)

The three-dimensional weakly supervised deep learning algorithm for traumatic splenic injury detection and sequential localization: an experimental study
por: Cheng, Chi-Tung, et al.
Publicado: (2023)

Potential use of peptic ulcer perforation (PULP) score as a conversion index of laparoscopic-perforated peptic ulcer (PPU) repair
por: Wang, Yu-Hao, et al.
Publicado: (2020)

Machine Learning Model for the Prediction of Hemorrhage in Intensive Care Units
por: Kang, Sora, et al.
Publicado: (2022)

Machine learning models for predicting in-hospital mortality in patient with sepsis: Analysis of vital sign dynamics
por: Cheng, Chi-Yung, et al.
Publicado: (2022)

A novel regulatory event-based gene set analysis method for exploring global functional changes in heterogeneous genomic data sets
por: Tung, Chien-Yi, et al.
Publicado: (2009)

Signature Evaluation Tool (SET): a Java-based tool to evaluate and visualize the sample discrimination abilities of gene expression signatures
por: Jen, Chih-Hung, et al.
Publicado: (2008)

Validation of a five-level triage system in pediatric trauma and the effectiveness of triage nurse modification: A multi-center cohort analysis
por: Liu, Tien-Tien, et al.
Publicado: (2022)

Association between intensive periodontal treatment and spontaneous intracerebral hemorrhage—a nationwide, population-based cohort study
por: Huang, Jia-Lun, et al.
Publicado: (2019)

Machine Learning Approaches to Predict In-Hospital Mortality among Neonates with Clinically Suspected Sepsis in the Neonatal Intensive Care Unit
por: Hsu, Jen-Fu, et al.
Publicado: (2021)

The Prognosis of Blunt Bowel and Mesenteric Injury—The Pitfall in the Contemporary Image Survey
por: Liao, Chien-Hung, et al.
Publicado: (2019)

Using Deep Transfer Learning to Detect Hyperkalemia From Ambulatory Electrocardiogram Monitors in Intensive Care Units: Personalized Medicine Approach
por: Chiu, I-Min, et al.
Publicado: (2022)

Identifying Obstructive Sleep Apnoea in Patients with Empty Nose Syndrome
por: Huang, Chien-Chia, et al.
Publicado: (2022)

Evaluation of ensemble strategy on the development of multiple view ankle fracture detection algorithm
por: Cheng, Chi-Tung, et al.
Publicado: (2023)

A Human-Algorithm Integration System for Hip Fracture Detection on Plain Radiography: System Development and Validation Study
por: Cheng, Chi-Tung, et al.
Publicado: (2020)

Response to Stress in Early Tumor Colonization Modulates Switching of CD133-Positive and CD133-Negative Subpopulations in a Human Metastatic Colon Cancer Cell Line, SW620
por: Hsu, Chih-Sin, et al.
Publicado: (2013)

Follicular Dendritic Cell Sarcoma of the Inflammatory Pseudotumor-like Variant Presenting as a Colonic Polyp
por: Pan, Shien-Tung, et al.
Publicado: (2014)

High-Intensity Post-Stroke Rehabilitation Is Associated with Lower Risk of Pressure Ulcer Development in Patients with Stroke: Real-World Evidence from a Nationwide, Population-Based Cohort Study
por: Chen, Ying-Chu, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_bbvgsq725jj2k71atal1klvu93