4.6 Article

Machine learning prediction of postoperative unplanned 30-day hospital readmission in older adult

Related references

Note: Only part of the references are listed.
Article Medicine, General & Internal

All-cause unplanned readmissions in the United States: insights from the Nationwide Readmission Database

Amod Amritphale et al.

Summary: This study describes the incidence and factors associated with unplanned readmissions in all inpatient encounters in the United States. The results show that 30-day unplanned readmissions are common in patients over age 45 years, and female gender, private insurance, and elective admissions are negative predictors for readmissions.

INTERNAL MEDICINE JOURNAL (2023)

Article Orthopedics

Comparison of machine learning techniques to predict unplanned readmission following total shoulder arthroplasty

Varun Arvind et al.

Summary: This study evaluated the performance of ML algorithms in predicting 30-day readmission after TSA, with the random forest algorithm outperforming others. In the validation cohort, this algorithm successfully identified 436 high-risk patients, of whom 36 were readmitted.

JOURNAL OF SHOULDER AND ELBOW SURGERY (2021)

Article Orthopedics

Thirty-day readmissions and reoperations after total elbow arthroplasty: a national database study

Holt S. Cutler et al.

Summary: This study aimed to determine the rate of short-term complications after total elbow arthroplasty (TEA) and identify predictors of readmission and reoperation. The findings showed that the rates of reoperations and readmissions were not significantly associated with the indication for surgery, but factors such as low BMI and wound classification were predictive of readmission and reoperation.

JOURNAL OF SHOULDER AND ELBOW SURGERY (2021)

Article Biochemistry & Molecular Biology

In silico design of novel aptamers utilizing a hybrid method of machine learning and genetic algorithm

Mahsa Torkamanian-Afshar et al.

Summary: Using a genetic algorithm and binding predictor fitness function, we successfully designed an aptamer pool against aminopeptidase N (CD13) biomarker in silico. The designed aptamers based on known RNA-protein complexes showed 3 to 6 times higher fitness scores than parent oligonucleotides. The reliability of the obtained sequences was confirmed through docking and molecular dynamic simulation.

MOLECULAR DIVERSITY (2021)

Article Anesthesiology

Machine Learning Prediction of Postoperative Emergency Department Hospital Readmission

Velibor V. Misic et al.

ANESTHESIOLOGY (2020)

Article Cardiac & Cardiovascular Systems

Readmission and Mortality After Hospitalization for Myocardial Infarction and Heart Failure

Dennis T. Ko et al.

JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY (2020)

Article Cardiac & Cardiovascular Systems

Association of an Acute Myocardial Infarction Readmission-Reduction Program With Mortality and Readmission

Jason H. Wasfy et al.

CIRCULATION-CARDIOVASCULAR QUALITY AND OUTCOMES (2020)

Article Environmental Sciences

Unplanned Readmission within 28 Days of Hospital Discharge in a Longitudinal Population-Based Cohort of Older Australian Women

Dinberu S. Shebeshi et al.

INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH (2020)

Review Respiratory System

Predicting and preventing hospital readmission for exacerbations of COPD

Chia Wei Kong et al.

ERJ OPEN RESEARCH (2020)

Article Oncology

Potentially Avoidable Hospital Readmissions in Patients With Advanced Cancer

P. Connor Johnson et al.

JOURNAL OF ONCOLOGY PRACTICE (2019)

Review Computer Science, Interdisciplinary Applications

Predictive models for hospital readmission risk: A systematic review of methods

Arkaitz Artetxe et al.

COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE (2018)

Review Cardiac & Cardiovascular Systems

The Hospital Readmissions Reduction Program-learning from failure of a healthcare policy

Ankur Gupta et al.

EUROPEAN JOURNAL OF HEART FAILURE (2018)

Article Otorhinolaryngology

Thirty-day readmission in patients undergoing head and neck microvascular reconstruction

Evan M. Graboyes et al.

HEAD AND NECK-JOURNAL FOR THE SCIENCES AND SPECIALTIES OF THE HEAD AND NECK (2018)

Article Urology & Nephrology

Obesity and 30-Day Outcomes Following Minimally Invasive Nephrectomy

Colin D. Sperling et al.

UROLOGY (2018)

Review Critical Care Medicine

Predictors of 30-day hospital readmission after hip fracture: a systematic review

Adam M. Ali et al.

INJURY-INTERNATIONAL JOURNAL OF THE CARE OF THE INJURED (2017)

Article Clinical Neurology

Impact of Operation Time on 30-Day Complications After Adult Spinal Deformity Surgery

Kevin Phan et al.

GLOBAL SPINE JOURNAL (2017)

Article Health Care Sciences & Services

Medical Decision Support System for Diagnosis of Heart Arrhythmia using DWT and Random Forests Classifier

Emina Alickovic et al.

JOURNAL OF MEDICAL SYSTEMS (2016)

Article Cardiac & Cardiovascular Systems

Machine Learning in Medicine

Rahul C. Deo

CIRCULATION (2015)

Review Multidisciplinary Sciences

Machine learning: Trends, perspectives, and prospects

M. I. Jordan et al.

SCIENCE (2015)

Article Computer Science, Hardware & Architecture

A survey on feature selection methods

Girish Chandrashekar et al.

COMPUTERS & ELECTRICAL ENGINEERING (2014)

Article Geriatrics & Gerontology

Predicting readmissions: poor performance of the LACE index in an older UK population

Paul E. Cotter et al.

AGE AND AGEING (2012)

Article Health Care Sciences & Services

A meta-analysis of hospital 30-day avoidable readmission rates

Carl van Walraven et al.

JOURNAL OF EVALUATION IN CLINICAL PRACTICE (2012)

Editorial Material Medicine, General & Internal

Hospital Readmission as an Accountability Measure

R. Neal Axon et al.

JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION (2011)

Review Medicine, General & Internal

Risk Prediction Models for Hospital Readmission A Systematic Review

Devan Kansagara et al.

JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION (2011)

Article Medicine, General & Internal

Derivation and validation of an index to predict early death or unplanned readmission after discharge from hospital to the community

Carl van Walraven et al.

CANADIAN MEDICAL ASSOCIATION JOURNAL (2010)

Article Medicine, General & Internal

Rehospitalizations among Patients in the Medicare Fee-for-Service Program

Stephen F. Jencks et al.

NEW ENGLAND JOURNAL OF MEDICINE (2009)