Calibration drift in regression and machine learning models for acute kidney injury

Integrating Predictive Analytics Into High-Value Care

(2016) Ravi B. Parikh et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Moving From Clinical Trials to Precision Medicine

(2016) Michael J. Pencina et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

A calibration hierarchy for risk models was defined: from utopia to empirical data

(2016) Ben Van Calster et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

A spline-based tool to assess and visualize the calibration of multiclass risk predictions

(2015) K. Van Hoorde et al.   JOURNAL OF BIOMEDICAL INFORMATICS

A new framework to enhance the interpretation of external validation studies of clinical prediction models

(2015) Thomas P.A. Debray et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

National Veterans Health Administration inpatient risk stratification models for hospital-acquired acute kidney injury

(2015) Robert M Cronin et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Clinical Risk Scoring Models for Prediction of Acute Kidney Injury after Living Donor Liver Transplantation: A Retrospective Observational Study

(2015) Mi Hye Park et al.   PLoS One

Cardiac surgery-associated acute kidney injury: risk factors analysis and comparison of prediction models

(2015) Darko Kristovic et al.   Interactive Cardiovascular and Thoracic Surgery

External validation of the intensive care national audit & research centre (ICNARC) risk prediction model in critical care units in Scotland

(2015) David A Harrison et al.   BMC Anesthesiology

Risk prediction with machine learning and regression methods

(2014) Ewout W. Steyerberg et al.   BIOMETRICAL JOURNAL

External validation of multivariable prediction models: a systematic review of methodological conduct and reporting

(2014) Gary S Collins et al.   BMC Medical Research Methodology

Implementing Electronic Health Care Predictive Analytics: Considerations And Challenges

(2014) Ruben Amarasingham et al.   HEALTH AFFAIRS

Calibration of Risk Prediction Models

(2014) Ben Van Calster et al.   MEDICAL DECISION MAKING

Simplified Clinical Risk Score to Predict Acute Kidney Injury After Aortic Surgery

(2013) Won Ho Kim et al.   JOURNAL OF CARDIOTHORACIC AND VASCULAR ANESTHESIA

A Novel Tool for Reliable and Accurate Prediction of Renal Complications in Patients Undergoing Percutaneous Coronary Intervention

(2013) Hitinder S. Gurm et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Prediction of acute kidney injury within 30 days of cardiac surgery

(2013) Shu Yi Ng et al.   JOURNAL OF THORACIC AND CARDIOVASCULAR SURGERY

Derivation and validation of a prediction score for acute kidney injury in patients hospitalized with acute heart failure in a Chinese cohort

(2013) Yin-na Wang et al.   NEPHROLOGY

Risk Factors for Acute Kidney Injury in Severe Rhabdomyolysis

(2013) Eva Rodríguez et al.   PLoS One

Novel Prediction Score Including Pre- and Intraoperative Parameters Best Predicts Acute Kidney Injury after Liver Surgery

(2013) Ksenija Slankamenac et al.   WORLD JOURNAL OF SURGERY

Prognosis Research Strategy (PROGRESS) 3: Prognostic Model Research

(2013) Ewout W. Steyerberg et al.   PLOS MEDICINE

A Risk Prediction Score for Kidney Failure or Mortality in Rhabdomyolysis

(2013) Gearoid M. McMahon et al.   JAMA Internal Medicine

A Combined Cardiorenal Assessment for the Prediction of Acute Kidney Injury in Lower Respiratory Tract Infections

(2012) Tobias Breidthardt et al.   AMERICAN JOURNAL OF MEDICINE

Dynamic trends in cardiac surgery: why the logistic EuroSCORE is no longer suitable for contemporary cardiac surgery and implications for future risk models

(2012) G. L. Hickey et al.   EUROPEAN JOURNAL OF CARDIO-THORACIC SURGERY

Risk prediction models: II. External validation, model updating, and impact assessment

(2012) Karel G M Moons et al.   HEART

Predicting Acute Kidney Injury Among Burn Patients in the 21st Century

(2012) David F. Schneider et al.   Journal of Burn Care & Research

Adaptation of Clinical Prediction Models for Application in Local Settings

(2012) Teus H. Kappen et al.   MEDICAL DECISION MAKING

Statistical Process Control for Monitoring Standardized Mortality Ratios of a Classification Tree Model

(2012) L. Minne et al.   METHODS OF INFORMATION IN MEDICINE

Effect of changes over time in the performance of a customized SAPS-II model on the quality of care assessment

(2011) Lilian Minne et al.   INTENSIVE CARE MEDICINE

Risk Prediction Models for Hospital Readmission

(2011) Devan Kansagara et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Calibrating predictive model estimates to support personalized medicine

(2011) Xiaoqian Jiang et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Reporting performance of prognostic models in cancer: a review

(2010) Susan Mallett et al.   BMC Medicine

Risk-prediction models for mortality after coronary artery bypass surgery: Application to individual patients

(2010) Pankaj Madan et al.   INTERNATIONAL JOURNAL OF CARDIOLOGY

Stability selection

(2010) Nicolai Meinshausen et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

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

Long-term Risk of Mortality and Other Adverse Outcomes After Acute Kidney Injury: A Systematic Review and Meta-analysis

(2009) Steven G. Coca et al.   AMERICAN JOURNAL OF KIDNEY DISEASES

Assessing the Performance of Prediction Models

(2009) Ewout W. Steyerberg et al.   EPIDEMIOLOGY

Validation, updating and impact of clinical prediction rules: A review

(2008) D.B. Toll et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Updating methods improved the performance of a clinical prediction model in new patients

(2007) K.J.M. Janssen et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY