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Machine Learning Prediction Models to Reduce Length of Stay at ...

Machine Learning Prediction Models to Reduce Length of Stay at ...

Machine Learning Prediction Models to Reduce Length of Stay at ...

The post-anesthesia care unit (PACU) length of stay is an important perioperative efficiency metric. The aim of this study was to develop ...

Machine-learning prediction for hospital length of stay using ... - NCBI

Introduction: Prolonged Hospital Length of Stay (PLOS) is an indicator of deteriorated efficiency in Quality of Care.

Application of machine learning models on predicting the length of ...

We have developed multiple preliminary models predicting the length of hospital stay since 2019. We investigated the feasibility of using each ...

Machine learning-based prediction of hospital prolonged length of ...

We further developed eight regression models for LoS prediction: Linear Regression (LR), including the penalized linear models Least Absolute Shrinkage and ...

Machine learning model for predicting the length of stay in the ...

Based on [25], the most used ML algorithms for mortality, severity, and length of stay in ICU are Random Forest RF and XGBoost. In their work, the prediction ...

Machine Learning Prediction Models to Reduce Length of Stay at ...

The aim of this study was to develop machine learning models to predict ambulatory surgery patients at risk for prolonged PACU length of stay - using only pre- ...

Machine Learning Approaches to Predict Patient's Length of Stay in ...

This research aims to determine the critical factors that predict the outcome: the length of stay, i.e., the predictor variables. Therefore, ...

Prediction algorithm for ICU mortality and length of stay using ...

Machine learning can predict outcomes and determine variables contributing to precise prediction, and can thus classify patients with ...

Machine Learning Models for Predicting Short-Long Length of Stay ...

Predicting in advance the length of stay, and in particular identifying whether a patient is going to stay in the hospital longer or less than a week, can ...

Hospital Length-of-Stay Prediction Using Machine Learning ... - MDPI

Predicting hospital length of stay is critical for efficient hospital management, enabling proactive resource allocation, the optimization of bed ...

Predicting hospital length of stay using machine learning on a large ...

Hence it would be very beneficial for hospitals to be able to predict the LoS early. The area of machine learning offers a potential solution, ...

Machine Learning-Based Prediction of Prolonged Length of Stay in ...

Abstract: The ability to predict prolonged length of hospital stay for newborn children has clinical value as an indicator of newborn health status but also ...

Using Machine Learning Models to Predict the Length of Stay in a ...

The LOS prediction provides better services, managing hospital resources and controls their costs. In this paper, we implemented and compared two Machine ...

Machine learning-based prediction of length of stay (LoS) in the ...

Kim et al. (2022) used data from 27,747 patients to estimate the LoS in Emergency Departments. They employed machine learning models including ...

Predict patient length of stay and flow - Azure Architecture Center

This Azure solution helps hospital administrators use the power of machine learning to predict the length of stay for in-hospital admissions.

Development and validation of a machine learning model integrated ...

Conclusions: Our findings highlight the effectiveness and potential value of the developed discharge date prediction model in clinical practice. By improving ...

Length-of-Stay prediction | Papers With Code

Many deep learning models have been proposed to conduct clinical predictive tasks such as mortality prediction for COVID-19 patients in intensive care units ...

Predicting Hospital Stay Length Using Explainable Machine Learning

Our work utilizes supervised machine learning classification models to predict ICU patients' LOS in hospital clinical information systems (CIS). Our research ...

Understanding & Predicting Length of Stay (LOS) using Machine ...

In this paper, we compare three different machine learning techniques for predicting length of stay (LOS) in Pennsylvania Federal and Specialty hospitals.

Machine Learning Models To Predict Length Of Stay In Hospitals

Abstract: The goal of our study is to develop machine learning models to predict the hospital length of stay from open healthcare data. The length of stay ...