AIMC Topic: Length of Stay

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Machine learning for predicting duration of surgery and length of stay: A literature review on joint arthroplasty.

International journal of medical informatics Sep 15, 2024
INTRODUCTION: In recent years, different factors such as population aging have caused escalating demand for hip and knee arthroplasty straining already limited hospitals' resources. To address this challenge, focus is put on medical and operational e...
Operative Time Arthroplasty, Replacement, Knee Arthroplasty, Replacement, Hip Humans Machine Learning Length of Stay
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Development of a System for Predicting Hospitalization Time for Patients With Traumatic Brain Injury Based on Machine Learning Algorithms: User-Centered Design Case Study.

JMIR human factors Aug 30, 2024
BACKGROUND: Currently, the treatment and care of patients with traumatic brain injury (TBI) are intractable health problems worldwide and greatly increase the medical burden in society. However, machine learning-based algorithms and the use of a larg...
Middle Aged China Length of Stay Adult Male Brain Injuries, Traumatic Machine Learning Algorithms Female Hospitalization Aged Humans
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Multimodal fusion network for ICU patient outcome prediction.

Neural networks : the official journal of the International Neural Network Society Aug 29, 2024
Over the past decades, massive Electronic Health Records (EHRs) have been accumulated in Intensive Care Unit (ICU) and many other healthcare scenarios. The rich and comprehensive information recorded presents an exceptional opportunity for patient ou...
Electronic Health Records Length of Stay Neural Networks, Computer Intensive Care Units Humans
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Meta-analysis of the effectiveness of early endoscopic treatment of Acute biliary pancreatitis based on lightweight deep learning model.

BMC gastroenterology Aug 28, 2024
BACKGROUND: Acute biliary pancreatitis (ABP) is a clinical common acute abdomen. After the first pancreatitis, relapse rate is high, which seriously affects human life and health and causes great economic burdens to family and society. According to a...
Length of Stay Treatment Outcome Operative Time Humans Deep Learning Time-to-Treatment Pancreatitis Acute Disease Cholangiopancreatography, Endoscopic Retrograde
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Predicting hospitalization costs for pulmonary tuberculosis patients based on machine learning.

BMC infectious diseases Aug 28, 2024
BACKGROUND: Pulmonary tuberculosis (PTB) is a prevalent chronic disease associated with a significant economic burden on patients. Using machine learning to predict hospitalization costs can allocate medical resources effectively and optimize the cos...
Length of Stay Machine Learning Tuberculosis, Pulmonary Humans Female Hospital Costs Aged Hospitalization Male Middle Aged Young Adult Adult
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Predicting hospital length of stay using machine learning on a large open health dataset.

BMC health services research Jul 29, 2024
BACKGROUND: Governments worldwide are facing growing pressure to increase transparency, as citizens demand greater insight into decision-making processes and public spending. An example is the release of open healthcare data to researchers, as health...
Humans New York Machine Learning Length of Stay
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Machine learning-enabled prediction of prolonged length of stay in hospital after surgery for tuberculosis spondylitis patients with unbalanced data: a novel approach using explainable artificial intelligence (XAI).

European journal of medical research Jul 25, 2024
BACKGROUND: Tuberculosis spondylitis (TS), commonly known as Pott's disease, is a severe type of skeletal tuberculosis that typically requires surgical treatment. However, this treatment option has led to an increase in healthcare costs due to prolon...
Spondylitis Middle Aged Length of Stay Tuberculosis, Spinal Adult Male Machine Learning Humans Algorithms Artificial Intelligence Female
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A systematic literature review of predicting patient discharges using statistical methods and machine learning.

Health care management science Jul 22, 2024
Discharge planning is integral to patient flow as delays can lead to hospital-wide congestion. Because a structured discharge plan can reduce hospital length of stay while enhancing patient satisfaction, this topic has caught the interest of many hea...
Humans Machine Learning Forecasting Length of Stay Patient Discharge Time Factors Models, Statistical
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Effect of dexamethasone pretreatment using deep learning on the surgical effect of patients with gastrointestinal tumors.

PloS one Jul 17, 2024
To explore the application efficacy and significance of deep learning in anesthesia management for gastrointestinal tumors (GITs) surgery, 80 elderly patients with GITs who underwent surgical intervention at our institution between January and Septem...
Dexamethasone Postoperative Complications Aged Humans Length of Stay Deep Learning Aged, 80 and over Female Cognition Anesthesia Male Gastrointestinal Neoplasms
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Machine learning: implications and applications for ambulatory anesthesia.

Current opinion in anaesthesiology Jul 8, 2024
PURPOSE OF REVIEW: This review explores the timely and relevant applications of machine learning in ambulatory anesthesia, focusing on its potential to optimize operational efficiency, personalize risk assessment, and enhance patient care.
Risk Assessment Length of Stay Anesthesia Humans Anesthesiology Machine Learning Ambulatory Surgical Procedures
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