Peter R. Rijnbeek

39 papers B 1Journal 28Unranked 10

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Clinical semantics for lung cancer prediction. CoRR Luis H. John, Jan A. Kors, Jenna Marie Reps, Peter R. Rijnbeek, Egill A. Fridgeirsson
2025	J	`jnl`	Evaluation of the impact of defining observable time in real-world data on outcome incidence. J. Am. Medical Informatics Assoc. Clair Blacketer, Frank J. DeFalco, Mitchell M. Conover, Patrick B. Ryan, Martijn J. Schuemie, Peter R. Rijnbeek
2024	J	`jnl`	Annotation-preserving machine translation of English corpora to validate Dutch clinical concept extraction tools. J. Am. Medical Informatics Assoc. Tom M. Seinen, Jan A. Kors, Erik M. van Mulligen, Peter R. Rijnbeek
2024	B	`conf`	Assessing the feasibility of observational data sources for multicenter clinical studies. CBMS João Rafael Almeida, Peter R. Rijnbeek, Maxim Moinat, José Luís Oliveira
2024	J	`jnl`	Comparing penalization methods for linear models on large observational health data. J. Am. Medical Informatics Assoc. Egill A. Fridgeirsson, Ross D. Williams, Peter R. Rijnbeek, Marc A. Suchard, Jenna Marie Reps
2024	J	`jnl`	Comparison of deep learning and conventional methods for disease onset prediction. CoRR Luis H. John, Chungsoo Kim, Jan A. Kors, Junhyuk Chang, Hannah Morgan-Cooper, Priya Desai, Chao Pang, Peter R. Rijnbeek, Jenna Marie Reps, Egill A. Fridgeirsson
2024	J	`jnl`	Impact of random oversampling and random undersampling on the performance of prediction models developed using observational health data. J. Big Data Cynthia Yang, Egill A. Fridgeirsson, Jan A. Kors, Jenna Marie Reps, Peter R. Rijnbeek
2024	J	`jnl`	OHDSI Standardized Vocabularies - a large-scale centralized reference ontology for international data harmonization. J. Am. Medical Informatics Assoc. Christian G. Reich, Anna Ostropolets, Patrick B. Ryan, Peter R. Rijnbeek, Martijn J. Schuemie, Alexander Davydov, Dmitry Dymshyts, George Hripcsak
2024	J	`jnl`	Using clinical text to refine unspecific condition codes in Dutch general practitioner EHR data. Int. J. Medical Informatics Tom M. Seinen, Jan A. Kors, Erik M. van Mulligen, Egill A. Fridgeirsson, Katia M. C. Verhamme, Peter R. Rijnbeek
2023	—	`conf`	A High-Fidelity Combined ATC-Rxnorm Drug Hierarchy for Large-Scale Observational Research. MedInfo Anna Ostropolets, Polina Talapova, Marcel de Wilde, Hamed Abedtash, Peter R. Rijnbeek, Christian G. Reich
2023	J	`jnl`	A standardized framework for risk-based assessment of treatment effect heterogeneity in observational healthcare databases. npj Digit. Medicine Alexandros Rekkas, David van Klaveren, Patrick B. Ryan, Ewout W. Steyerberg, David M. Kent, Peter R. Rijnbeek
2023	—	`conf`	Challenges of Estimating Global Feature Importance in Real-World Health Care Data. MIE Aniek F. Markus, Egill A. Fridgeirsson, Jan A. Kors, Katia M. C. Verhamme, Peter R. Rijnbeek
2023	—	`conf`	Does Using a Stacking Ensemble Method to Combine Multiple Base Learners Within a Database Improve Model Transportability? MIE Cynthia Yang, Egill A. Fridgeirsson, Jan A. Kors, Jenna Marie Reps, Peter R. Rijnbeek, Jenna Wong, Ross D. Williams
2023	J	`jnl`	European Health Data & Evidence Network - learnings from building out a standardized international health data network. J. Am. Medical Informatics Assoc. Erica A. Voss, Clair Blacketer, Sebastiaan van Sandijk, Maxim Moinat, Michael Kallfelz, Michel Van Speybroeck, Daniel Prieto-Alhambra, Martijn J. Schuemie, Peter R. Rijnbeek
2023	—	`conf`	Health-Analytics Data to Evidence Suite (HADES): Open-Source Software for Observational Research. MedInfo Martijn J. Schuemie, Jenna Reps, Adam Black, Frank J. DeFalco, Lee Evans, Egill A. Fridgeirsson, James P. Gilbert, Chris Knoll, Martin Lavallee, Gowtham A. Rao, Peter R. Rijnbeek, Katy Sadowski, Anthony G. Sena, Joel N. Swerdel, Ross D. Williams, Marc A. Suchard
2023	—	`conf`	The DELPHI Library: Improving Model Validation, Transparency and Dissemination Through a Centralised Library of Prediction Models. MIE Ross D. Williams, Sicco den Otter, Jenna Marie Reps, Peter R. Rijnbeek
2023	J	`jnl`	The added value of text from Dutch general practitioner notes in predictive modeling. J. Am. Medical Informatics Assoc. Tom M. Seinen, Jan A. Kors, Erik M. van Mulligen, Egill A. Fridgeirsson, Peter R. Rijnbeek
2022	J	`jnl`	Learning patient-level prediction models across multiple healthcare databases: evaluation of ensembles for increasing model transportability. BMC Medical Informatics Decis. Mak. Jenna Marie Reps, Ross D. Williams, Martijn J. Schuemie, Patrick B. Ryan, Peter R. Rijnbeek
2022	J	`jnl`	Logistic regression models for patient-level prediction based on massive observational data: Do we need all data? Int. J. Medical Informatics Luis H. John, Jan A. Kors, Jenna Marie Reps, Patrick B. Ryan, Peter R. Rijnbeek
2022	J	`jnl`	TreatmentPatterns: An R package to facilitate the standardized development and analysis of treatment patterns across disease domains. Comput. Methods Programs Biomed. Aniek F. Markus, Katia M. C. Verhamme, Jan A. Kors, Peter R. Rijnbeek
2022	J	`jnl`	Trends in the conduct and reporting of clinical prediction model development and validation: a systematic review. J. Am. Medical Informatics Assoc. Cynthia Yang, Jan A. Kors, Solomon Ioannou, Luis H. John, Aniek F. Markus, Alexandros Rekkas, Maria A. J. de Ridder, Tom M. Seinen, Ross D. Williams, Peter R. Rijnbeek
2022	J	`jnl`	Use of unstructured text in prognostic clinical prediction models: a systematic review. J. Am. Medical Informatics Assoc. Tom M. Seinen, Egill A. Fridgeirsson, Solomon Ioannou, Daniel Jeannetot, Luis H. John, Jan A. Kors, Aniek F. Markus, Victor Pera, Alexandros Rekkas, Ross D. Williams, Cynthia Yang, Erik M. van Mulligen, Peter R. Rijnbeek
2022	—	`conf`	Why predicting risk can't identify 'risk factors': empirical assessment of model stability in machine learning across observational health databases. MLHC Aniek F. Markus, Peter R. Rijnbeek, Jenna Marie Reps
2021	J	`jnl`	A standardized analytics pipeline for reliable and rapid development and validation of prediction models using observational health data. Comput. Methods Programs Biomed. Sara Khalid, Cynthia Yang, Clair Blacketer, Talita Duarte-Salles, Sergio Fernández-Bertolín, Chungsoo Kim, Rae Woong Park, Jimyung Park, Martijn J. Schuemie, Anthony G. Sena, Marc A. Suchard, Seng Chan You, Peter R. Rijnbeek, Jenna Marie Reps
2021	J	`jnl`	An empirical analysis of dealing with patients who are lost to follow-up when developing prognostic models using a cohort design. BMC Medical Informatics Decis. Mak. Jenna Marie Reps, Peter R. Rijnbeek, Alana Cuthbert, Patrick B. Ryan, Nicole Pratt, Martijn J. Schuemie
2021	J	`jnl`	Design matters in patient-level prediction: evaluation of a cohort vs. case-control design when developing predictive models in observational healthcare datasets. J. Big Data Jenna Marie Reps, Patrick B. Ryan, Peter R. Rijnbeek, Martijn J. Schuemie
2021	J	`jnl`	Increasing trust in real-world evidence through evaluation of observational data quality. J. Am. Medical Informatics Assoc. Clair Blacketer, Frank J. DeFalco, Patrick B. Ryan, Peter R. Rijnbeek
2021	J	`jnl`	The role of explainability in creating trustworthy artificial intelligence for health care: A comprehensive survey of the terminology, design choices, and evaluation strategies. J. Biomed. Informatics Aniek F. Markus, Jan A. Kors, Peter R. Rijnbeek
2020	J	`jnl`	How little data do we need for patient-level prediction? CoRR Luis H. John, Jan A. Kors, Jenna Marie Reps, Patrick B. Ryan, Peter R. Rijnbeek
2020	J	`jnl`	The role of explainability in creating trustworthy artificial intelligence for health care: a comprehensive survey of the terminology, design choices, and evaluation strategies. CoRR Aniek F. Markus, Jan A. Kors, Peter R. Rijnbeek
2019	J	`jnl`	Supplementing claims data analysis using self-reported data to develop a probabilistic phenotype model for current smoking status. J. Biomed. Informatics Jenna Marie Reps, Peter R. Rijnbeek, Patrick B. Ryan
2019	J	`jnl`	TASKA: A modular task management system to support health research studies. BMC Medical Informatics Decis. Mak. João Rafael Almeida, Rosa Gini, Giuseppe Roberto, Peter R. Rijnbeek, José Luís Oliveira
2018	—	`conf`	A Methodology to Perform Semi-automatic Distributed EHR Database Queries. HEALTHINF Olga Fajarda, Luís A. Bastião Silva, Peter R. Rijnbeek, Michel Van Speybroeck, José Luís Oliveira
2018	J	`jnl`	Design and implementation of a standardized framework to generate and evaluate patient-level prediction models using observational healthcare data. J. Am. Medical Informatics Assoc. Jenna Marie Reps, Martijn J. Schuemie, Marc A. Suchard, Patrick B. Ryan, Peter R. Rijnbeek
2018	—	`conf`	Exploring the Value of Electronic Health Records from Multiple Datasets. BIOSTEC (Selected Papers) Olga Fajarda, Alina Trifan, Michel Van Speybroeck, Peter R. Rijnbeek, José Luís Oliveira
2017	J	`jnl`	Accuracy of an automated knowledge base for identifying drug adverse reactions. J. Biomed. Informatics Erica A. Voss, Richard D. Boyce, Patrick B. Ryan, Johan van der Lei, Peter R. Rijnbeek, Martijn J. Schuemie
2015	—	`conf`	Observational Health Data Sciences and Informatics (OHDSI): Opportunities for Observational Researchers. MedInfo George Hripcsak, Jon D. Duke, Nigam H. Shah, Christian G. Reich, Vojtech Huser, Martijn J. Schuemie, Marc A. Suchard, Rae Woong Park, Ian Chi Kei Wong, Peter R. Rijnbeek, Johan van der Lei, Nicole Pratt, G. Niklas Norén, Yu-Chuan Li, Paul E. Stang, David Madigan, Patrick B. Ryan
2011	—	`conf`	Alignment of 4D Coronary CTA with Monoplane X-ray Angiography. AE-CAI Coert Metz, Michiel Schaap, Stefan Klein, Peter R. Rijnbeek, Lisan Neefjes, Nico Mollet, Carl J. Schultz, Patrick W. Serruys, Wiro J. Niessen, Theo van Walsum
2010	J	`jnl`	Finding a short and accurate decision rule in disjunctive normal form by exhaustive search. Mach. Learn. Peter R. Rijnbeek, Jan A. Kors