Incorporating Laboratory Values Into a Machine Learning Model Improves In-Hospital Mortality Predictions After Rapid Response Team Call
نویسندگان
چکیده
منابع مشابه
Rapid response team diagnoses: frequencies and related hospital mortality.
OBJECTIVES To describe the frequency and hospital mortality of problems (diagnoses) encountered by a rapid response team (RRT), and to identify the most common diagnoses for RRT triggers and for treating units. DESIGN For each RRT event in 2015 at a tertiary hospital for adults, we chose the diagnosis that best explained the RRT event from a pre-defined list after reviewing relevant test resu...
متن کاملHospital-wide code rates and mortality before and after implementation of a rapid response team.
CONTEXT Rapid response teams have been shown in adult inpatients to decrease cardiopulmonary arrest (code) rates outside of the intensive care unit (ICU). Because a primary action of rapid response teams is to transfer patients to the ICU, their ability to reduce hospital-wide code rates and mortality remains unknown. OBJECTIVE To determine rates of hospital-wide codes and mortality before an...
متن کاملEffect of a rapid response team on hospital-wide mortality and code rates outside the ICU in a Children's Hospital.
CONTEXT Introduction of a rapid response team (RRT) has been shown to decrease mortality and cardiopulmonary arrests outside of the intensive care unit (ICU) in adult inpatients. No published studies to date show significant reductions in mortality or cardiopulmonary arrests in pediatric inpatients. OBJECTIVE To determine the effect on hospital-wide mortality rates and code rates outside of t...
متن کاملComparison of Hospital-Wide Code Rates and Mortality Before and After the Implementation of a Rapid Response Team
Objective To compare hospital-wide code rates and mortality before and after the implementation of a rapid response team (RRT). Study design A prospective cohort design with historical controls. Place of study This study was conducted at Shifa International Hospital, Islamabad, from January 21, 2016, to January 20, 2017. Materials and methods The triggers for the rapid response team (RRT) were ...
متن کاملIncorporating Prior Domain Knowledge Into Inductive Supervised Machine Learning Incorporating Prior Domain Knowledge Into Inductive Machine Learning
The paper reviews the recent developments of incorporating prior domain knowledge into inductive machine learning, and proposes a guideline that incorporates prior domain knowledge in three key issues of inductive machine learning algorithms: consistency, generalization and convergence. With respect to each issue, this paper gives some approaches to improve the performance of the inductive mach...
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ژورنال
عنوان ژورنال: Critical Care Explorations
سال: 2019
ISSN: 2639-8028
DOI: 10.1097/cce.0000000000000023