A standardized analytics pipeline for reliable and rapid development and validation of prediction models using observational health data

Comparative Effectiveness of Famotidine in Hospitalized COVID-19 Patients

(2021) Azza Shoaibi et al.   AMERICAN JOURNAL OF GASTROENTEROLOGY

COVID-19 in patients with autoimmune diseases: characteristics and outcomes in a multinational network of cohorts across three countries

(2021) Eng Hooi Tan et al.   RHEUMATOLOGY

Use of repurposed and adjuvant drugs in hospital patients with covid-19: multinational network cohort study

(2021) Albert Prats-Uribe et al.   BMJ-British Medical Journal

Implementation of the COVID-19 Vulnerability Index Across an International Network of Health Care Data Sets: Collaborative External Validation Study

(2021) Jenna M Reps et al.   JMIR Medical Informatics

Thirty-Day Outcomes of Children and Adolescents With COVID-19: An International Experience

(2021) Talita Duarte-Salles et al.   PEDIATRICS

Characterising the background incidence rates of adverse events of special interest for covid-19 vaccines in eight countries: multinational network cohort study

(2021) Xintong Li et al.   BMJ-British Medical Journal

Feasibility and evaluation of a large-scale external validation approach for patient-level prediction in an international data network: validation of models predicting stroke in female patients newly diagnosed with atrial fibrillation

(2020) Jenna M. Reps et al.   BMC Medical Research Methodology

Association of radiologic findings with mortality of patients infected with 2019 novel coronavirus in Wuhan, China

(2020) Mingli Yuan et al.   PLoS One

Prediction models for diagnosis and prognosis of covid-19: systematic review and critical appraisal

(2020) Laure Wynants et al.   BMJ-British Medical Journal

Deep phenotyping of 34,128 adult patients hospitalised with COVID-19 in an international network study

(2020) Edward Burn et al.   Nature Communications

Risk of depression, suicide and psychosis with hydroxychloroquine treatment for rheumatoid arthritis: a multinational network cohort study

(2020) Jennifer C E Lane et al.   RHEUMATOLOGY

Design and implementation of a standardized framework to generate and evaluate patient-level prediction models using observational healthcare data

(2018) Jenna M Reps et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Transparent Reporting of a Multivariable Prediction Model for Individual Prognosis or Diagnosis (TRIPOD): The TRIPOD Statement

(2015) G. S. Collins et al.   CIRCULATION

Sample size considerations for the external validation of a multivariable prognostic model: a resampling study

(2015) Gary S. Collins et al.   STATISTICS IN MEDICINE

Massive Parallelization of Serial Inference Algorithms for a Complex Generalized Linear Model

(2013) Marc A. Suchard et al.   ACM Transactions on Modeling and Computer Simulation