Predicting the risk of emergency admission with machine learning: Development and validation using linked electronic health records

Data Resource Profile: Hospital Episode Statistics Admitted Patient Care (HES APC)

(2017) Annie Herbert et al.   INTERNATIONAL JOURNAL OF EPIDEMIOLOGY

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

Development and validation of QRISK3 risk prediction algorithms to estimate future risk of cardiovascular disease: prospective cohort study

(2017) Julia Hippisley-Cox et al.   BMJ-British Medical Journal

Development and validation of QRISK3 risk prediction algorithms to estimate future risk of cardiovascular disease: prospective cohort study

(2017) Julia Hippisley-Cox et al.   BMJ-British Medical Journal

Predicting all-cause risk of 30-day hospital readmission using artificial neural networks

(2017) Mehdi Jamei et al.   PLoS One

Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs

(2016) Varun Gulshan et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Guidelines for Developing and Reporting Machine Learning Predictive Models in Biomedical Research: A Multidisciplinary View

(2016) Wei Luo et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

External validation of clinical prediction models using big datasets from e-health records or IPD meta-analysis: opportunities and challenges

(2016) Richard D Riley et al.   BMJ-British Medical Journal

External validation of clinical prediction models using big datasets from e-health records or IPD meta-analysis: opportunities and challenges

(2016) Richard D Riley et al.   BMJ-British Medical Journal

Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): The TRIPOD Statement

(2015) Gary S. Collins et al.   ANNALS OF INTERNAL MEDICINE

Data Resource Profile: Clinical Practice Research Datalink (CPRD)

(2015) Emily Herrett et al.   INTERNATIONAL JOURNAL OF EPIDEMIOLOGY

Risk Prediction Models to Predict Emergency Hospital Admission in Community-dwelling Adults

(2014) Emma Wallace et al.   MEDICAL CARE

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

Multiple imputation by chained equations: what is it and how does it work?

(2011) Melissa J. Azur et al.   INTERNATIONAL JOURNAL OF METHODS IN PSYCHIATRIC RESEARCH

Risk Prediction Models for Hospital Readmission

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

Validity of diagnostic coding within the General Practice Research Database: a systematic review

(2010) Nada F Khan et al.   BRITISH JOURNAL OF GENERAL PRACTICE

Multiple imputation using chained equations: Issues and guidance for practice

(2010) Ian R. White et al.   STATISTICS IN MEDICINE

Validation and validity of diagnoses in the General Practice Research Database: a systematic review

(2009) Emily Herrett et al.   BRITISH JOURNAL OF CLINICAL PHARMACOLOGY

Development and Validation of a Model for Predicting Emergency Admissions Over the Next Year (PEONY)A UK Historical Cohort Study

(2008) Peter T. Donnan   ARCHIVES OF INTERNAL MEDICINE