Cargando…

Explainable Machine-Learning Model for Prediction of In-Hospital Mortality in Septic Patients Requiring Intensive Care Unit Readmission

INTRODUCTION: Septic patients requiring intensive care unit (ICU) readmission are at high risk of mortality, but research focusing on the association of ICU readmission due to sepsis and mortality is limited. The aim of this study was to develop and validate a machine learning (ML) model for predict...

Descripción completa

Detalles Bibliográficos
Autores principales:	Hu, Chang, Li, Lu, Li, Yiming, Wang, Fengyun, Hu, Bo, Peng, Zhiyong
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Springer Healthcare 2022
Materias:	Original Research
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9282631/ https://www.ncbi.nlm.nih.gov/pubmed/35835943 http://dx.doi.org/10.1007/s40121-022-00671-3

Ejemplares similares

Improving Intensive Care Unit Early Readmission Prediction Using Optimized and Explainable Machine Learning
por: González-Nóvoa, José A., et al.
Publicado: (2023)

Application of Machine Learning for Clinical Subphenotype Identification in Sepsis
por: Hu, Chang, et al.
Publicado: (2022)

Application of interpretable machine learning for early prediction of prognosis in acute kidney injury
por: Hu, Chang, et al.
Publicado: (2022)

Development and validation of an interpretable 3 day intensive care unit readmission prediction model using explainable boosting machines
por: Hegselmann, Stefan, et al.
Publicado: (2022)

Machine learning for predicting readmission risk among the frail: Explainable AI for healthcare
por: Mohanty, Somya D., et al.
Publicado: (2021)

Simple prediction of mortality in case of readmission to the intensive care unit
por: Klimasauskas, A, et al.
Publicado: (2007)

Using Explainable Machine Learning to Improve Intensive Care Unit Alarm Systems
por: González-Nóvoa, José A., et al.
Publicado: (2021)

Using Item Response Theory for Explainable Machine Learning in Predicting Mortality in the Intensive Care Unit: Case-Based Approach
por: Kline, Adrienne, et al.
Publicado: (2020)

Prediction of septic and hypovolemic shock in intensive care unit patients using machine learning
por: Pessoa, Stela Mares Brasileiro, et al.
Publicado: (2022)

Reducing patient mortality, length of stay and readmissions through machine learning-based sepsis prediction in the emergency department, intensive care unit and hospital floor units
por: McCoy, Andrea, et al.
Publicado: (2017)

The characteristics of patients requiring readmission to an Australian forensic psychiatric intensive care unit
por: Jones, T., et al.
Publicado: (2021)

Mortality Rates in Early versus Late Intensive Care Unit Readmission
por: Mady, Ahmed Fouad, et al.
Publicado: (2023)

The Price of Explainability in Machine Learning Models for 100-Day Readmission Prediction in Heart Failure: Retrospective, Comparative, Machine Learning Study
por: Soliman, Amira, et al.
Publicado: (2023)

Explainable time-series deep learning models for the prediction of mortality, prolonged length of stay and 30-day readmission in intensive care patients
por: Deng, Yuhan, et al.
Publicado: (2022)

Machine learning based readmission and mortality prediction in heart failure patients
por: Sabouri, Maziar, et al.
Publicado: (2023)

Risk stratification with explainable machine learning for 30-day procedure-related mortality and 30-day unplanned readmission in patients with peripheral arterial disease
por: Cox, Meredith, et al.
Publicado: (2022)

Cardiac troponin level is not an independent predictor of mortality in septic patients requiring medical intensive care unit admission
por: Brivet, François G, et al.
Publicado: (2006)

Machine learning vs. conventional statistical models for predicting heart failure readmission and mortality
por: Shin, Sheojung, et al.
Publicado: (2020)

The functional outcome of patients requiring intensive care readmission
por: Conlon, N, et al.
Publicado: (2007)

Forecasting Hospital Readmissions with Machine Learning
por: Michailidis, Panagiotis, et al.
Publicado: (2022)

Risk of factors for readmission in the intensive care unit
por: Moura, DF, et al.
Publicado: (2003)

Machine learning models to predict in-hospital mortality in septic patients with diabetes
por: Qi, Jing, et al.
Publicado: (2022)

Occult mortality and readmissions in a trauma intensive care unit (TICU): factors of risk
por: Ruiz de Gopegui Miguelena, P, et al.
Publicado: (2015)

Status and Risk Factors in Patients Requiring Unplanned Intensive Care Unit Readmission Within 48 Hours: A Retrospective Propensity-Matched Study in China
por: Yin, Yan-Ling, et al.
Publicado: (2023)

Machine learning in data abstraction: A computable phenotype for sepsis and septic shock diagnosis in the intensive care unit
por: Dhungana, Prabij, et al.
Publicado: (2019)

Interoperable and explainable machine learning models to predict morbidity and mortality in acute neurological injury in the pediatric intensive care unit: secondary analysis of the TOPICC study
por: Munjal, Neil K., et al.
Publicado: (2023)

Developing an explainable machine learning model to predict the mechanical ventilation duration of patients with ARDS in intensive care units
por: Wang, Zichen, et al.
Publicado: (2023)

Explainable machine learning models for predicting 30-day readmission in pediatric pulmonary hypertension: A multicenter, retrospective study
por: Duan, Minjie, et al.
Publicado: (2022)

Machine learning for prediction of in-hospital mortality in lung cancer patients admitted to intensive care unit
por: Huang, Tianzhi, et al.
Publicado: (2023)

Intensive care unit (ICU) readmission after major lung resection: Prevalence, patterns, and mortality
por: Jung, Jae Jun, et al.
Publicado: (2016)

Predicting Mortality in Intensive Care Unit Patients With Heart Failure Using an Interpretable Machine Learning Model: Retrospective Cohort Study
por: Li, Jili, et al.
Publicado: (2022)

Mortality Prediction of Septic Patients in the Emergency Department Based on Machine Learning
por: Perng, Jau-Woei, et al.
Publicado: (2019)

Septic embolism in the intensive care unit
por: Stawicki, Stanislaw P., et al.
Publicado: (2013)

Comparative analysis of explainable machine learning prediction models for hospital mortality
por: Stenwig, Eline, et al.
Publicado: (2022)

Prediction of early unplanned intensive care unit readmission in a UK tertiary care hospital: a cross-sectional machine learning approach
por: Desautels, Thomas, et al.
Publicado: (2017)

Prediction of Mortality in Surgical Intensive Care Unit Patients Using Machine Learning Algorithms
por: Yun, Kyongsik, et al.
Publicado: (2021)

Machine Learning Prediction Models for Mortality in Intensive Care Unit Patients with Lactic Acidosis
por: Pattharanitima, Pattharawin, et al.
Publicado: (2021)

Readmission to Medical Intensive Care Units: Risk Factors and Prediction
por: Jo, Yong Suk, et al.
Publicado: (2015)

Readmission into intensive care unit in patients with aneurysmal subarachnoid hemorrhage
por: Park, Hye Seok, et al.
Publicado: (2021)

Early Standard Electroencephalogram Abnormalities Predict Mortality in Septic Intensive Care Unit Patients
por: Azabou, Eric, et al.
Publicado: (2015)

Cannot write session to /tmp/vufind_sessions/sess_772sacophifnhkgod2ue9b763f