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Author Details

Jenna M Reps
Erasmus University Medical Center
2014
50
14
PMIDPaper TitleJournal TitlePublished Year
36576991Machine Learning and Real-World Data to Predict Lung Cancer Risk in Routine Care.Cancer Epidemiol Biomarkers Prev2023
37471130Privacy-Preserving Federated Model Predicting Bipolar Transition in Patients With Depression: Prediction Model Development Study.J Med Internet Res2023
36576991Machine Learning and Real-World Data to Predict Lung Cancer Risk in Routine Care.Cancer Epidemiol Biomarkers Prev2023
37203630The DELPHI Library: Improving Model Validation, Transparency and Dissemination Through a Centralised Library of Prediction Models.Stud Health Technol Inform2023
37203625Does Using a Stacking Ensemble Method to Combine Multiple Base Learners Within a Database Improve Model Transportability?Stud Health Technol Inform2023
37322462Correction to: Adaptation and validation of a coding algorithm for the Charlson Comorbidity Index in administrative claims data using the SNOMED CT standardized vocabulary.BMC Med Inform Decis Mak2023
37322462Correction to: Adaptation and validation of a coding algorithm for the Charlson Comorbidity Index in administrative claims data using the SNOMED CT standardized vocabulary.BMC Med Inform Decis Mak2023
37203630The DELPHI Library: Improving Model Validation, Transparency and Dissemination Through a Centralised Library of Prediction Models.Stud Health Technol Inform2023
37203625Does Using a Stacking Ensemble Method to Combine Multiple Base Learners Within a Database Improve Model Transportability?Stud Health Technol Inform2023
37471130Privacy-Preserving Federated Model Predicting Bipolar Transition in Patients With Depression: Prediction Model Development Study.J Med Internet Res2023
3487073190-Day all-cause mortality can be predicted following a total knee replacement: an international, network study to develop and validate a prediction model.Knee Surg Sports Traumatol Arthrosc2022
35579818Using Iterative Pairwise External Validation to Contextualize Prediction Model Performance: A Use Case Predicting 1-Year Heart Failure Risk in Patients with Diabetes Across Five Data Sources.Drug Saf2022
35579813Applying Machine Learning in Distributed Data Networks for Pharmacoepidemiologic and Pharmacovigilance Studies: Opportunities, Challenges, and Considerations.Drug Saf2022
35429722Logistic regression models for patient-level prediction based on massive observational data: Do we need all data?Int J Med Inform2022
36207711Adaptation and validation of a coding algorithm for the Charlson Comorbidity Index in administrative claims data using the SNOMED CT standardized vocabulary.BMC Med Inform Decis Mak2022
35619056Development of multivariable models to predict perinatal depression before and after delivery using patient reported survey responses at weeks 4-10 of pregnancy.BMC Pregnancy Childbirth2022
35614485Learning patient-level prediction models across multiple healthcare databases: evaluation of ensembles for increasing model transportability.BMC Med Inform Decis Mak2022
35354802DLMM as a lossless one-shot algorithm for collaborative multi-site distributed linear mixed models.Nat Commun2022
36188566International cohort study indicates no association between alpha-1 blockers and susceptibility to COVID-19 in benign prostatic hyperplasia patients.Front Pharmacol2022
36471238External validation of existing dementia prediction models on observational health data.BMC Med Res Methodol2022
3487073190-Day all-cause mortality can be predicted following a total knee replacement: an international, network study to develop and validate a prediction model.Knee Surg Sports Traumatol Arthrosc2022
35094685Seek COVER: using a disease proxy to rapidly develop and validate a personalized risk calculator for COVID-19 outcomes in an international network.BMC Med Res Methodol2022
35614485Learning patient-level prediction models across multiple healthcare databases: evaluation of ensembles for increasing model transportability.BMC Med Inform Decis Mak2022
35579818Using Iterative Pairwise External Validation to Contextualize Prediction Model Performance: A Use Case Predicting 1-Year Heart Failure Risk in Patients with Diabetes Across Five Data Sources.Drug Saf2022
35579813Applying Machine Learning in Distributed Data Networks for Pharmacoepidemiologic and Pharmacovigilance Studies: Opportunities, Challenges, and Considerations.Drug Saf2022
35429722Logistic regression models for patient-level prediction based on massive observational data: Do we need all data?Int J Med Inform2022
35619056Development of multivariable models to predict perinatal depression before and after delivery using patient reported survey responses at weeks 4-10 of pregnancy.BMC Pregnancy Childbirth2022
35354802DLMM as a lossless one-shot algorithm for collaborative multi-site distributed linear mixed models.Nat Commun2022
36471238External validation of existing dementia prediction models on observational health data.BMC Med Res Methodol2022
36207711Adaptation and validation of a coding algorithm for the Charlson Comorbidity Index in administrative claims data using the SNOMED CT standardized vocabulary.BMC Med Inform Decis Mak2022
36188566International cohort study indicates no association between alpha-1 blockers and susceptibility to COVID-19 in benign prostatic hyperplasia patients.Front Pharmacol2022
35094685Seek COVER: using a disease proxy to rapidly develop and validate a personalized risk calculator for COVID-19 outcomes in an international network.BMC Med Res Methodol2022
33211841Machine-learning model to predict the cause of death using a stacking ensemble method for observational data.J Am Med Inform Assoc2021
32016551Perinatal depressive symptoms often start in the prenatal rather than postpartum period: results from a longitudinal study.Arch Womens Ment Health2021
33904826Leveraging Digital Technology in Conducting Longitudinal Research on Mental Health in Pregnancy: Longitudinal Panel Survey Study.JMIR Pediatr Parent2021
33791740Alpha-1 blockers and susceptibility to COVID-19 in benign prostate hyperplasia patients : an international cohort study.medRxiv2021
33733059Improving visual communication of discriminative accuracy for predictive models: the probability threshold plot.JAMIA Open2021
33661754Implementation of the COVID-19 Vulnerability Index Across an International Network of Health Care Data Sets: Collaborative External Validation Study.JMIR Med Inform2021
33549087An empirical analysis of dealing with patients who are lost to follow-up when developing prognostic models using a cohort design.BMC Med Inform Decis Mak2021
33211841Machine-learning model to predict the cause of death using a stacking ensemble method for observational data.J Am Med Inform Assoc2021
34454423Evaluating the impact of covariate lookback times on performance of patient-level prediction models.BMC Med Res Methodol2021
34952871Investigating the impact of development and internal validation design when training prognostic models using a retrospective cohort in big US observational healthcare data.BMJ Open2021
34930903Predictors of diagnostic transition from major depressive disorder to bipolar disorder: a retrospective observational network study.Transl Psychiatry2021
33549087An empirical analysis of dealing with patients who are lost to follow-up when developing prognostic models using a cohort design.BMC Med Inform Decis Mak2021
33791740Alpha-1 blockers and susceptibility to COVID-19 in benign prostate hyperplasia patients : an international cohort study.medRxiv2021
33904826Leveraging Digital Technology in Conducting Longitudinal Research on Mental Health in Pregnancy: Longitudinal Panel Survey Study.JMIR Pediatr Parent2021
33733059Improving visual communication of discriminative accuracy for predictive models: the probability threshold plot.JAMIA Open2021
33661754Implementation of the COVID-19 Vulnerability Index Across an International Network of Health Care Data Sets: Collaborative External Validation Study.JMIR Med Inform2021
34952871Investigating the impact of development and internal validation design when training prognostic models using a retrospective cohort in big US observational healthcare data.BMJ Open2021
34930903Predictors of diagnostic transition from major depressive disorder to bipolar disorder: a retrospective observational network study.Transl Psychiatry2021
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Collaborators

Patrick B Ryan
Columbia University Irving Medical Center
Co-authored papers 25
Peter R Rijnbeek
Erasmus University Medical Center
Co-authored papers 20
Rae Woong Park
Ajou University Graduate School of Medicine
Co-authored papers 8
Seng Chan You
Yonsei University College of Medicine
Co-authored papers 8
Martijn J Schuemie
University of California los angeles
Co-authored papers 8
Christian Reich
OHDSI Center at The Roux Institute, Northeastern University
Co-authored papers 7
Daniel Prieto-Alhambra
University of Oxford
Co-authored papers 7
Michael Matheny
American College of Medical Informatics, Department of Veteran Affairs, Harvard University T H Chan School of Public Health, Massachusetts Institute of Technology, The American Society for Clinical Investigation, University of Kentucky, Vanderbilt University Medical Center, Vanderbilt University Medical School
Co-authored papers 6
Marc A Suchard
University of California los angeles
Co-authored papers 6
Kristine E Lynch
University of Utah Health
Co-authored papers 6
Talita Duarte-Salles
Erasmus University Medical Center
Co-authored papers 6
Scott L DuVall
University of Utah
Co-authored papers 6
Thomas Falconer
Columbia University
Co-authored papers 5
Michael E Matheny
Co-authored papers 5
Daniel R Morales
University of Dundee
Co-authored papers 5
George Hripcsak
Columbia University
Co-authored papers 5
Azza Shoaibi
Janssen Pharmaceutical Research and Development
Co-authored papers 5
Jan A Kors
Erasmus MC - University Medical Center Rotterdam
Co-authored papers 5
Nicole L Pratt
Quality Use of Medicines and Pharmacy Research Centre, University of South Australia
Co-authored papers 4
Andrew E Williams
Tufts, Tufts Medical Center
Co-authored papers 4
Clair Blacketer
Erasmus University Medical Center
Co-authored papers 4
Gowtham A Rao
Janssen Pharmaceutical Research and Development LLC
Co-authored papers 4
Matthew Spotnitz
Columbia University Irving Medical Center
Co-authored papers 4
Mar??a Arag??n
Primary Care Research Institute Jordi Gol, Universitat Autonoma de Barcelona
Co-authored papers 4
Mitchell M Conover
University of North Carolina at Chapel Hill
Co-authored papers 3
Maria Tereza Fernandes Abrah??o
University of Sao Paulo
Co-authored papers 3
Stephen R Pfohl
Stanford University
Co-authored papers 3
James Weaver
Janssen Pharmaceutical Research & Development
Co-authored papers 3
Fred Nyberg
University of Gothenburg
Co-authored papers 3
Nigam H Shah
Stanford University
Co-authored papers 3
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