Development and Validation of a Machine Learning Model Using Administrative Health Data to Predict Onset of Type 2 Diabetes

Prediction of progression from pre‐diabetes to diabetes: Development and validation of a machine learning model

(2020) Avivit Cahn et al.   DIABETES-METABOLISM RESEARCH AND REVIEWS

Treating health disparities with artificial intelligence

(2020) Irene Y. Chen et al.   NATURE MEDICINE

Nationwide prediction of type 2 diabetes comorbidities

(2020) Piotr Dworzynski et al.   Scientific Reports

Logistic regression was as good as machine learning for predicting major chronic diseases

(2020) Simon Nusinovici et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Validation of a type 1 diabetes algorithm using electronic medical records and administrative healthcare data to study the population incidence and prevalence of type 1 diabetes in Ontario, Canada

(2020) Alanna Weisman et al.   BMJ Open Diabetes Research & Care

Public Health Approaches to Type 2 Diabetes Prevention: the US National Diabetes Prevention Program and Beyond

(2019) Stephanie M. Gruss et al.   Current Diabetes Reports

Use of Non-invasive Parameters and Machine-Learning Algorithms for Predicting Future Risk of Type 2 Diabetes: A Retrospective Cohort Study of Health Data From Kuwait

(2019) Bassam Farran et al.   Frontiers in Endocrinology

Prognostic Modeling and Prevention of Diabetes Using Machine Learning Technique

(2019) Sajida Perveen et al.   Scientific Reports

Calibration: the Achilles heel of predictive analytics

(2019) Ben Van Calster et al.   BMC Medicine

Predicting the onset of type 2 diabetes using wide and deep learning with electronic health records

(2019) Binh P. Nguyen et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Pulse Wave Velocity and Machine Learning to Predict Cardiovascular Outcomes in Prediabetic and Diabetic Populations

(2019) Rafael Garcia-Carretero et al.   JOURNAL OF MEDICAL SYSTEMS

Predicting long-term type 2 diabetes with support vector machine using oral glucose tolerance test

(2019) Hasan T. Abbas et al.   PLoS One

Neighborhood Walkability and Diabetes-Related Complications

(2018) REEMA SHAH et al.   DIABETES

Decreasing incidence of pharmacologically and non-pharmacologically treated type 2 diabetes in Norway: a nationwide study

(2018) Paz L. D. Ruiz et al.   DIABETOLOGIA

Accumulation Of Chronic Conditions At The Time Of Death Increased In Ontario From 1994 To 2013

(2018) Laura Rosella et al.   HEALTH AFFAIRS

Development and validation of alternative cardiovascular risk prediction equations for population health planning: a routine health data linkage study of 1.7 million New Zealanders

(2018) Suneela Mehta et al.   INTERNATIONAL JOURNAL OF EPIDEMIOLOGY

Type 2 diabetes in adolescents and young adults

(2018) Nadia Lascar et al.   Lancet Diabetes & Endocrinology

Identifying people at risk of developing type 2 diabetes: A comparison of predictive analytics techniques and predictor variables

(2018) Amir Talaei-Khoei et al.   INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS

Predicting diabetes mellitus using SMOTE and ensemble machine learning approach: The Henry Ford ExercIse Testing (FIT) project

(2017) Manal Alghamdi et al.   PLoS One

Socioeconomic status and type 2 diabetes complications among young adult patients in Japan

(2017) Mitsuhiko Funakoshi et al.   PLoS One

Diabetes 2030: Insights from Yesterday, Today, and Future Trends

(2017) William R. Rowley et al.   Population Health Management

The global economic burden of diabetes in adults aged 20–79 years: a cost-of-illness study

(2017) Christian Bommer et al.   Lancet Diabetes & Endocrinology

Screening diabetes mellitus 2 based on electronic health records using temporal features

(2016) Angela Pimentel et al.   Health Informatics Journal

Association of Neighborhood Walkability With Change in Overweight, Obesity, and Diabetes

(2016) Maria I. Creatore et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Prediction of Incident Diabetes in the Jackson Heart Study Using High-Dimensional Machine Learning

(2016) Ramon Casanova et al.   PLoS One

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

(2015) G. S. Collins et al.   BRITISH JOURNAL OF SURGERY

Early specialist care for diabetes: who benefits most? A propensity score-matched cohort study

(2015) G. L. Booth et al.   DIABETIC MEDICINE

Data Resource Profile: Clinical Practice Research Datalink (CPRD)

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

Population-Level Prediction of Type 2 Diabetes From Claims Data and Analysis of Risk Factors

(2015) Narges Razavian et al.   Big Data

A Cascade of Care for Diabetes in the United States: Visualizing the Gaps

(2014) Mohammed K. Ali et al.   ANNALS OF INTERNAL MEDICINE

Diabetes Prevention in the Real World: Effectiveness of Pragmatic Lifestyle Interventions for the Prevention of Type 2 Diabetes and of the Impact of Adherence to Guideline Recommendations

(2014) Alison J. Dunkley et al.   DIABETES CARE

Progress in reducing vascular complications of diabetes

(2014) Gillian L. Booth et al.   Nature Reviews Endocrinology

Relationship between social determinants of health and processes and outcomes in adults with type 2 diabetes: validation of a conceptual framework

(2014) Rebekah J Walker et al.   BMC Endocrine Disorders

An evaluation of data quality in Canada’s Continuing Care Reporting System (CCRS): secondary analyses of Ontario data submitted between 1996 and 2011

(2013) John P Hirdes et al.   BMC Medical Informatics and Decision Making

Challenges to Healthy Eating for People With Diabetes in a Low-Income, Minority Neighborhood

(2013) J. Y. Breland et al.   DIABETES CARE

Predictive models for type 2 diabetes onset in middle-aged subjects with the metabolic syndrome

(2013) Michal Ozery-Flato et al.   Diabetology & Metabolic Syndrome

Mining Administrative Health Databases to Advance Medical Science: Geographical Considerations and Untapped Potential in Canada

(2012) Hude Quan et al.   CANADIAN JOURNAL OF CARDIOLOGY

Medication Nonadherence in Diabetes: Longitudinal effects on costs and potential cost savings from improvement

(2012) L. E. Egede et al.   DIABETES CARE

How Effective Were Lifestyle Interventions In Real-World Settings That Were Modeled On The Diabetes Prevention Program?

(2012) Mohammed K. Ali et al.   HEALTH AFFAIRS

The Past 200 Years in Diabetes

(2012) Kenneth S. Polonsky   NEW ENGLAND JOURNAL OF MEDICINE

Associations Between Socioeconomic Status and Major Complications in Type 1 Diabetes: The Pittsburgh Epidemiology of Diabetes Complication (EDC) Study

(2011) Aaron M. Secrest et al.   ANNALS OF EPIDEMIOLOGY

Neighborhoods, Obesity, and Diabetes — A Randomized Social Experiment

(2011) Jens Ludwig et al.   NEW ENGLAND JOURNAL OF MEDICINE

Lifestyle Intervention for Prevention of Type 2 Diabetes in Primary Health Care: One-year follow-up of the Finnish National Diabetes Prevention Program (FIN-D2D)

(2010) T. Saaristo et al.   DIABETES CARE

Commentary: Assessing population (baseline) risk is a cornerstone of population health planning—looking forward to address new challenges

(2010) Douglas G Manuel et al.   INTERNATIONAL JOURNAL OF EPIDEMIOLOGY

Type 2 diabetes in younger adults: the emerging UK epidemic

(2010) E. G. Wilmot et al.   POSTGRADUATE MEDICAL JOURNAL

Global estimates of the prevalence of diabetes for 2010 and 2030

(2009) J.E. Shaw et al.   DIABETES RESEARCH AND CLINICAL PRACTICE

Estimating the Cost of Complications of Diabetes in Australia Using Administrative Health-Care Data

(2007) Philip Clarke et al.   VALUE IN HEALTH