Opportunities and challenges in developing risk prediction models with electronic health records data: a systematic review

Controlling for Informed Presence Bias Due to the Number of Health Encounters in an Electronic Health Record

(2016) Benjamin A. Goldstein et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

Establishing the Clinical Validity of Arrhythmia-Related Genetic Variations Using the Electronic Medical Record

(2016) William Gregory Feero   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Association of Arrhythmia-Related Genetic Variants With Phenotypes Documented in Electronic Medical Records

(2016) Sara L. Van Driest et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): Explanation and Elaboration

(2015) Karel G.M. Moons et al.   ANNALS OF INTERNAL MEDICINE

Prediction of hospitalization due to heart diseases by supervised learning methods

(2015) Wuyang Dai et al.   INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS

External validation of new risk prediction models is infrequent and reveals worse prognostic discrimination

(2015) George C.M. Siontis et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Transparent Reporting of a Multivariable Prediction Model for Individual Prognosis Or Diagnosis (TRIPOD): the TRIPOD statement

(2015) Gary S. Collins et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Multicenter Development and Validation of a Risk Stratification Tool for Ward Patients

(2014) Matthew M. Churpek et al.   AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE

Predicting unplanned readmission after myocardial infarction from routinely collected administrative hospital data

(2014) Santu Rana et al.   Australian Health Review

Predicting red blood cell transfusion in hospitalized patients: role of hemoglobin level, comorbidities, and illness severity

(2014) Nareg H Roubinian et al.   BMC HEALTH SERVICES RESEARCH

Predicting length of stay from an electronic patient record system: a primary total knee replacement example

(2014) Evelene M Carter et al.   BMC Medical Informatics and Decision Making

Diagnosis-specific readmission risk prediction using electronic health data: a retrospective cohort study

(2014) Courtney Hebert et al.   BMC Medical Informatics and Decision Making

Hidden in plain sight: bias towards sick patients when sampling patients with sufficient electronic health record data for research

(2014) Alexander Rusanov et al.   BMC Medical Informatics and Decision Making

Risk stratification using data from electronic medical records better predicts suicide risks than clinician assessments

(2014) Truyen Tran et al.   BMC Psychiatry

Pulse pressure and stroke risk: development and validation of a new stroke risk model

(2014) Rajeev Ayyagari et al.   CURRENT MEDICAL RESEARCH AND OPINION

Predicting mortality of elderly patients acutely admitted to the Department of Internal Medicine

(2014) B. Smolin et al.   INTERNATIONAL JOURNAL OF CLINICAL PRACTICE

Predicting patient acuity from electronic patient records

(2014) Elina Kontio et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Prospective EHR-Based Clinical Trials: The Challenge of Missing Data

(2014) Hadi Kharrazi et al.   JOURNAL OF GENERAL INTERNAL MEDICINE

Development of a New Risk Score for Hospital-Associated Venous Thromboembolism in Noncritically Ill Children: Findings from a Large Single-Institutional Case-Control Study

(2014) Christie M. Atchison et al.   JOURNAL OF PEDIATRICS

A study in transfer learning: leveraging data from multiple hospitals to enhance hospital-specific predictions

(2014) J. Wiens et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Launching PCORnet, a national patient-centered clinical research network

(2014) R. L. Fleurence et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Toward personalizing treatment for depression: predicting diagnosis and severity

(2014) Sandy H Huang et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Risk Prediction of Emergency Department Revisit 30 Days Post Discharge: A Prospective Study

(2014) Shiying Hao et al.   PLoS One

Development of an Electronic Medical Record Based Alert for Risk of HIV Treatment Failure in a Low-Resource Setting

(2014) Nancy Puttkammer et al.   PLoS One

Developing and evaluating a machine learning based algorithm to predict the need of pediatric intensive care unit transfer for newly hospitalized children

(2014) Haijun Zhai et al.   RESUSCITATION

Machine-learning prediction of cancer survival: a retrospective study using electronic administrative records and a cancer registry

(2014) Sunil Gupta et al.   BMJ Open

Predicting risk of upper gastrointestinal bleed and intracranial bleed with anticoagulants: cohort study to derive and validate the QBleed scores

(2014) J. Hippisley-Cox et al.   BMJ-British Medical Journal

Patient No-Show Predictive Model Development using Multiple Data Sources for an Effective Overbooking Approach

(2014) D.A. Hanauer et al.   Applied Clinical Informatics

Development and validation of a model to predict the 10-year risk of general practitioner-recorded COPD

(2014) Daniel Kotz et al.   npj Primary Care Respiratory Medicine

Simple, standardized incorporation of genetic risk into non-genetic risk prediction tools for complex traits: coronary heart disease as an example

(2014) Benjamin A. Goldstein et al.   Frontiers in Genetics

Predicting out of intensive care unit cardiopulmonary arrest or death using electronic medical record data

(2013) Carlos A Alvarez et al.   BMC Medical Informatics and Decision Making

Symptoms and risk factors to identify women with suspected cancer in primary care: derivation and validation of an algorithm

(2013) Julia Hippisley-Cox et al.   BRITISH JOURNAL OF GENERAL PRACTICE

Symptoms and risk factors to identify men with suspected cancer in primary care: derivation and validation of an algorithm

(2013) Julia Hippisley-Cox et al.   BRITISH JOURNAL OF GENERAL PRACTICE

A predictive model to identify hospitalized cancer patients at risk for 30-day mortality based on admission criteria via the electronic medical record

(2013) Kavitha J. Ramchandran et al.   CANCER

Near-Term Prediction of Sudden Cardiac Death in Older Hemodialysis Patients Using Electronic Health Records

(2013) B. A. Goldstein et al.   Clinical Journal of the American Society of Nephrology

Readmission after hospitalization for heart failure among patients with chronic kidney disease: a prediction model

(2013) Robert M. Perkins et al.   CLINICAL NEPHROLOGY

Using Electronic Health Record Data to Develop and Validate a Prediction Model for Adverse Outcomes in the Wards*

(2013) Matthew M. Churpek et al.   CRITICAL CARE MEDICINE

Prognostic models for stable coronary artery disease based on electronic health record cohort of 102 023 patients

(2013) Eleni Rapsomaniki et al.   EUROPEAN HEART JOURNAL

Electronic Health Record–Based Detection of Risk Factors for Clostridium difficile Infection Relapse

(2013) Courtney Hebert et al.   INFECTION CONTROL AND HOSPITAL 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

Relationship of Predictive Modeling to Receiver Operating Characteristics

(2013) Sandra Mandic et al.   Journal of Cardiopulmonary Rehabilitation and Prevention

A systematic review finds prediction models for chronic kidney disease were poorly reported and often developed using inappropriate methods

(2013) Navdeep Tangri et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

The readmission risk flag: Using the electronic health record to automatically identify patients at risk for 30-day readmission

(2013) Charles A. Baillie et al.   Journal of Hospital Medicine

A novel scoring system to predict the development of necrotizing enterocolitis totalis in premature infants

(2013) Shonan Sho et al.   JOURNAL OF PEDIATRIC SURGERY

Development of a 5 year life expectancy index in older adults using predictive mining of electronic health record data

(2013) Jason Scott Mathias et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

A comparison of phenotype definitions for diabetes mellitus

(2013) Rachel L Richesson 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

Medical decision support using machine learning for early detection of late-onset neonatal sepsis

(2013) Subramani Mani et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Predicting changes in hypertension control using electronic health records from a chronic disease management program

(2013) Jimeng Sun et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

From vital signs to clinical outcomes for patients with sepsis: a machine learning basis for a clinical decision support system

(2013) Eren Gultepe et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Development and Validation of a Mortality Risk-Adjustment Model for Patients Hospitalized for Exacerbations of Chronic Obstructive Pulmonary Disease

(2013) Ying P. Tabak et al.   MEDICAL CARE

Using Enriched Observational Data to Develop and Validate Age-specific Mortality Risk Adjustment Models for Hospitalized Pediatric Patients

(2013) Ying P. Tabak et al.   MEDICAL CARE

Risk-adjusting Hospital Mortality Using a Comprehensive Electronic Record in an Integrated Health Care Delivery System

(2013) Gabriel J. Escobar et al.   MEDICAL CARE

Caveats for the Use of Operational Electronic Health Record Data in Comparative Effectiveness Research

(2013) William R. Hersh et al.   MEDICAL CARE

A new statistical approach to predict bacteremia using electronic medical records

(2013) Sung Joon Jin et al.   SCANDINAVIAN JOURNAL OF INFECTIOUS DISEASES

Predicting risk of emergency admission to hospital using primary care data: derivation and validation of QAdmissions score

(2013) Julia Hippisley-Cox et al.   BMJ Open

Choosing a model to predict hospital admission: an observational study of new variants of predictive models for case finding

(2013) John Billings et al.   BMJ Open

Derivation and validation of QStroke score for predicting risk of ischaemic stroke in primary care and comparison with other risk scores: a prospective open cohort study

(2013) J. Hippisley-Cox et al.   BMJ-British Medical Journal

Preoperative prediction of type 2 diabetes remission after Roux-en-Y gastric bypass surgery: a retrospective cohort study

(2013) Christopher D Still et al.   Lancet Diabetes & Endocrinology

Prediction of morbidity and mortality in patients with type 2 diabetes

(2013) Brian J. Wells et al.   PeerJ

Validated, Electronic Health Record Deployable Prediction Models for Assessing Patient Risk of 30-Day Rehospitalization and Mortality in Older Heart Failure Patients

(2013) Zubin J. Eapen et al.   JACC-Heart Failure

Predicting Risk of Hospitalization or Death Among Patients With Heart Failure in the Veterans Health Administration

(2012) Li Wang et al.   AMERICAN JOURNAL OF CARDIOLOGY

Development and validation of the excess mortality ratio–based Emergency Severity Index

(2012) Ki Jeong Hong et al.   AMERICAN JOURNAL OF EMERGENCY MEDICINE

Identifying patients with suspected renal tract cancer in primary care: derivation and validation of an algorithm

(2012) Julia Hippisley-Cox et al.   BRITISH JOURNAL OF GENERAL PRACTICE

Modified Metabolic Syndrome Criteria for Identification of Patients at Risk of Developing Diabetes and Coronary Heart Diseases: Longitudinal Assessment via Electronic Health Records

(2012) Marie-France Hivert et al.   CANADIAN JOURNAL OF CARDIOLOGY

Derivation of a cardiac arrest prediction model using ward vital signs*

(2012) Matthew M. Churpek et al.   CRITICAL CARE MEDICINE

An Electronic Medical Record-Based Model to Predict 30-Day Risk of Readmission and Death Among HIV-Infected Inpatients

(2012) Ank E. Nijhawan et al.   JAIDS-JOURNAL OF ACQUIRED IMMUNE DEFICIENCY SYNDROMES

Early detection of impending physiologic deterioration among patients who are not in intensive care: Development of predictive models using data from an automated electronic medical record

(2012) Gabriel J. Escobar et al.   Journal of Hospital Medicine

The Art versus Science of Predicting Prognosis: Can a Prognostic Index Predict Short-Term Mortality Better than Experienced Nurses Do?

(2012) David J. Casarett et al.   JOURNAL OF PALLIATIVE MEDICINE

All At-Risk Patients Are Not Created Equal

(2012) Ann N. Tescher et al.   Journal of Wound Ostomy and Continence Nursing

Improved Cardiovascular Risk Prediction Using Nonparametric Regression and Electronic Health Record Data

(2012) Edward H. Kennedy et al.   MEDICAL CARE

Predicting Risk of Hospitalization or Death Among Patients Receiving Primary Care in the Veterans Health Administration

(2012) Li Wang et al.   MEDICAL CARE

Future of Electronic Health Records: Implications for Decision Support

(2012) Brian Rothman et al.   MOUNT SINAI JOURNAL OF MEDICINE

Search Filters for Finding Prognostic and Diagnostic Prediction Studies in Medline to Enhance Systematic Reviews

(2012) Geert-Jan Geersing et al.   PLoS One

Predicting clinical deterioration in the hospital: The impact of outcome selection

(2012) Matthew M. Churpek et al.   RESUSCITATION

Derivation and validation of updated QFracture algorithm to predict risk of osteoporotic fracture in primary care in the United Kingdom: prospective open cohort study

(2012) J. Hippisley-Cox et al.   BMJ-British Medical Journal

Exploring the Value of Clinical Data Standards to Predict Hospitalization of Home Care Patients

(2012) H.L. Swanberg et al.   Applied Clinical Informatics

Derivation and Validation of a Simple Model to Identify Venous Thromboembolism Risk in Medical Patients

(2011) Scott C. Woller et al.   AMERICAN JOURNAL OF MEDICINE

Derivation and Diagnostic Accuracy of the Surgical Lung Injury Prediction Model

(2011) Daryl J. Kor et al.   ANESTHESIOLOGY

Use of an electronic administrative database to identify older community dwelling adults at high-risk for hospitalization or emergency department visits: The elders risk assessment index

(2011) Sarah J Crane et al.   BMC HEALTH SERVICES RESEARCH

Computerized prediction of intensive care unit discharge after cardiac surgery: development and validation of a Gaussian processes model

(2011) Geert Meyfroidt et al.   BMC Medical Informatics and Decision Making

Developing risk prediction models for type 2 diabetes: a systematic review of methodology and reporting

(2011) Gary S Collins et al.   BMC Medicine

Identifying patients with suspected gastro-oesophageal cancer in primary care: derivation and validation of an algorithm

(2011) Julia Hippisley-Cox et al.   BRITISH JOURNAL OF GENERAL PRACTICE

Identifying patients with suspected lung cancer in primary care: derivation and validation of an algorithm

(2011) Julia Hippisley-Cox et al.   BRITISH JOURNAL OF GENERAL PRACTICE

Identifying patients with suspected colorectal cancer in primary care: derivation and validation of an algorithm

(2011) Julia Hippisley-Cox et al.   BRITISH JOURNAL OF GENERAL PRACTICE

Reviews

(2011) Mhairi-Clare Bradshaw   BRITISH JOURNAL OF GENERAL PRACTICE

Developing and Validating a Risk Score for Lower-Extremity Amputation in Patients Hospitalized for a Diabetic Foot Infection

(2011) Benjamin A. Lipsky et al.   DIABETES CARE

Hemoglobin A1c as a Predictor of Incident Diabetes

(2011) P. Cheng et al.   DIABETES CARE

A simple risk score accurately predicts in-hospital mortality, length of stay, and cost in acute upper GI bleeding

(2011) John R. Saltzman et al.   GASTROINTESTINAL ENDOSCOPY

Combining PubMed knowledge and EHR data to develop a weighted bayesian network for pancreatic cancer prediction

(2011) Di Zhao et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Predicting Improvement in Urinary and Bowel Incontinence for Home Health Patients Using Electronic Health Record Data

(2011) Bonnie L. Westra et al.   Journal of Wound Ostomy and Continence Nursing

Accurately Predicting Bipolar Disorder Mood Outcomes

(2011) Alisa B. Busch et al.   MEDICAL CARE

Estimating the Probability of Neonatal Early-Onset Infection on the Basis of Maternal Risk Factors

(2011) K. M. Puopolo et al.   PEDIATRICS

Predicting Hospital-Acquired Infections by Scoring System with Simple Parameters

(2011) Ying-Jui Chang et al.   PLoS One

A Clinical Prediction Model to Estimate Risk for 30-Day Adverse Events in Emergency Department Patients With Symptomatic Atrial Fibrillation

(2010) Tyler W. Barrett et al.   ANNALS OF EMERGENCY MEDICINE

Predicting the risk of Chronic Kidney Disease in Men and Women in England and Wales: prospective derivation and external validation of the QKidney®Scores

(2010) Julia Hippisley-Cox et al.   BMC Family Practice

Reporting performance of prognostic models in cancer: a review

(2010) Susan Mallett et al.   BMC Medicine

Development and Validation of a Disease-Specific Risk Adjustment System Using Automated Clinical Data

(2010) Ying P. Tabak et al.   HEALTH SERVICES RESEARCH

Predicting Bacteremia among Patients Hospitalized for Skin and Skin-Structure Infections: Derivation and Validation of a Risk Score

(2010) Benjamin A. Lipsky et al.   INFECTION CONTROL AND HOSPITAL EPIDEMIOLOGY

Electronic Prediction Rules for Methicillin-Resistant Staphylococcus aureus Colonization

(2010) Ari Robicsek et al.   INFECTION CONTROL AND HOSPITAL EPIDEMIOLOGY

Length of Stay Predictions

(2010) Vincent Liu et al.   MEDICAL CARE

Prediction Modeling Using EHR Data

(2010) Jionglin Wu et al.   MEDICAL CARE

An Automated Model to Identify Heart Failure Patients at Risk for 30-Day Readmission or Death Using Electronic Medical Record Data

(2010) Ruben Amarasingham et al.   MEDICAL CARE

Development of Inpatient Risk Stratification Models of Acute Kidney Injury for Use in Electronic Health Records

(2010) Michael E. Matheny et al.   MEDICAL DECISION MAKING

Predicting the risk of hyperkalemia in patients with chronic kidney disease starting lisinopril

(2010) Eric S Johnson et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

Predictability of persistent frequent attendance: a historic 3-year cohort study

(2009) Frans ThM Smits et al.   BRITISH JOURNAL OF GENERAL PRACTICE

The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate health care interventions: explanation and elaboration

(2009) Alessandro Liberati et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Prediction of Chronic Obstructive Pulmonary Disease (COPD) in Asthma Patients Using Electronic Medical Records

(2009) B. E. Himes et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION