Predictive Modeling of the Hospital Readmission Risk from Patients’ Claims Data Using Machine Learning: A Case Study on COPD

Readmission prediction via deep contextual embedding of clinical concepts

(2018) Cao Xiao et al.   PLoS One

Hospital readmissions for COPD: a retrospective longitudinal study

(2017) Timothy H. Harries et al.   npj Primary Care Respiratory Medicine

Deep learning

(2015) Yann LeCun et al.   NATURE

Potentially Avoidable 30-Day Hospital Readmissions in Medical Patients

(2013) Jacques Donzé et al.   JAMA Internal Medicine

Global Strategy for the Diagnosis, Management, and Prevention of Chronic Obstructive Pulmonary Disease

(2012) Jørgen Vestbo et al.   AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE

Probabilistic topic models

(2012) David M. Blei   COMMUNICATIONS OF THE ACM

A Framework for Mining Signatures from Event Sequences and Its Applications in Healthcare Data

(2012) Fei Wang et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

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

(2010) C. van Walraven et al.   CANADIAN MEDICAL ASSOCIATION JOURNAL

Prioritizing ambulatory care sensitive hospital admissions in England for research and intervention: a Delphi exercise

(2009) Sarah Purdy et al.   Primary Health Care Research and Development