Development and Validation of Machine Learning Models for Prediction of 1-Year Mortality Utilizing Electronic Medical Record Data Available at the End of Hospitalization in Multicondition Patients: a Proof-of-Concept Study

Strategies for handling missing clinical data for automated surgical site infection detection from the electronic health record

(2017) Zhen Hu et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Vital Signs Are Still Vital: Instability on Discharge and the Risk of Post-Discharge Adverse Outcomes

(2016) Oanh Kieu Nguyen et al.   JOURNAL OF GENERAL INTERNAL MEDICINE

Predicting all-cause readmissions using electronic health record data from the entire hospitalization: Model development and comparison

(2016) Oanh Kieu Nguyen et al.   Journal of Hospital Medicine

External validation of the Hospital-patient One-year Mortality Risk (HOMR) model for predicting death within 1 year after hospital admission

(2015) Carl van Walraven et al.   CANADIAN MEDICAL ASSOCIATION JOURNAL

Barriers to Goals of Care Discussions With Seriously Ill Hospitalized Patients and Their Families

(2015) John J. You et al.   JAMA Internal Medicine

The Hospital-patient One-year Mortality Risk score accurately predicted long-term death risk in hospitalized patients

(2014) Carl van Walraven   JOURNAL OF CLINICAL EPIDEMIOLOGY

Development and validation of a continuous measure of patient condition using the Electronic Medical Record

(2013) Michael J. Rothman et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Correlating electronic health record concepts with healthcare process events

(2013) George Hripcsak et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Using electronic health record data to develop inpatient mortality predictive model: Acute Laboratory Risk of Mortality Score (ALaRMS)

(2013) Ying P Tabak et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Health data use, stewardship, and governance: ongoing gaps and challenges: a report from AMIA's 2012 Health Policy Meeting

(2013) George Hripcsak et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Data mining using clinical physiology at discharge to predict ICU readmissions

(2012) A.S. Fialho et al.   EXPERT SYSTEMS WITH APPLICATIONS

Prognostic Indices for Older Adults

(2012) Lindsey C. Yourman et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Next-generation phenotyping of electronic health records

(2012) G. Hripcsak et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Patient and healthcare professional factors influencing end-of-life decision-making during critical illness: A systematic review*

(2011) David W. Frost et al.   CRITICAL CARE MEDICINE

Variable Importance Assessment in Regression: Linear Regression versus Random Forest

(2009) Ulrike Grömping   AMERICAN STATISTICIAN

Risk-Adjusting Hospital Inpatient Mortality Using Automated Inpatient, Outpatient, and Laboratory Databases

(2009) Gabriel J. Escobar et al.   MEDICAL CARE