PRIM versus CART in subgroup discovery: When patience is harmful. - Ameen Abu-Hanna; Barry Nannings; Dave Dongelmans; Arie Hasman (J. Biomed. Informatics, 2010)

Lessons Learned from Implementing and Evaluating Computerized Decision Support Systems. - Saeid Eslami; Nicolette de Keizer; Evert de Jonge; Dave Dongelmans; Marcus J. Schultz; Ameen Abu-Hanna (AIME, 2011)

A usability evaluation of a SNOMED CT based compositional interface terminology for intensive care. - Ferishta Bakhshi-Raiez; Nicolette de Keizer; Ronald Cornet; M. Dorrepaal; Dave Dongelmans; Monique W. M. Jaspers (Int. J. Medical Informatics, 2012)

Effects of two different levels of computerized decision support on blood glucose regulation in critically ill patients. - Saeid Eslami; Nicolette de Keizer; Dave Dongelmans; Evert de Jonge; Marcus J. Schultz; Ameen Abu-Hanna (Int. J. Medical Informatics, 2012)

How to Assist Intensive Care Units in Improving Healthcare Quality. Development of Actionable Quality Indicators on Blood use. - Marie-José Roos-Blom; Dave Dongelmans; M. Sesmu Arbous; Evert de Jonge; Nicolette de Keizer (MIE, 2015)

The effect of ICU-tailored drug-drug interaction alerts on medication prescribing and monitoring: protocol for a cluster randomized stepped-wedge trial. - Tinka Bakker; Joanna E. Klopotowska; Saeid Eslami; Dylan W. De Lange; Rob J. van Marum; Heleen van der Sijs; Evert de Jonge; Dave A. Dongelmans; Nicolette F. de Keizer; Ameen Abu-Hanna (BMC Medical Informatics Decis. Mak., 2019)

A pragmatic approach to estimating average treatment effects from EHR data: the effect of prone positioning on mechanically ventilated COVID-19 patients. - Adam Izdebski; Patrick J. Thoral; Robbert C. A. Lalisang; Dean M. McHugh; Robert Entjes; Nardo J. M. van der Meer; Dave A. Dongelmans; Age D. Boelens; Sander Rigter; Stefaan H. A. Hendriks; Remko de Jong; Marlijn J. A. Kamps; et al. (CoRR, 2021)

Inaccurate recording of routinely collected data items influences identification of COVID-19 patients. - Eva S. Klappe; Ronald Cornet; Dave A. Dongelmans; Nicolette F. de Keizer (Int. J. Medical Informatics, 2022)

Can we reliably automate clinical prognostic modelling? A retrospective cohort study for ICU triage prediction of in-hospital mortality of COVID-19 patients in the Netherlands. - Iacopo Vagliano; Sylvia Brinkman; Ameen Abu-Hanna; M. Sesmu Arbous; Dave A. Dongelmans; Paul W. G. Elbers; Dylan W. De Lange; Mihaela van der Schaar; Nicolette F. de Keizer; Martijn C. Schut (Int. J. Medical Informatics, 2022)

Assess and validate predictive performance of models for in-hospital mortality in COVID-19 patients: A retrospective cohort study in the Netherlands comparing the value of registry data with high-granular electronic health records. - Iacopo Vagliano; Martijn C. Schut; Ameen Abu-Hanna; Dave A. Dongelmans; Dylan W. De Lange; Diederik Gommers; Olaf L. Cremer; Rob J. Bosman; Sander Rigter; Evert-Jan Wils; Tim Frenzel; Remko de Jong; et al. (Int. J. Medical Informatics, 2022)

Causal prediction models for medication safety monitoring: The diagnosis of vancomycin-induced acute kidney injury. - Izak A. R. Yasrebi-de Kom; Joanna E. Klopotowska; Dave Dongelmans; Nicolette de Keizer; Kitty J. Jager; Ameen Abu-Hanna; Giovanni Cinà (CoRR, 2023)

Electronic health record-based prediction models for in-hospital adverse drug event diagnosis or prognosis: a systematic review. - Izak A. R. Yasrebi-de Kom; Dave A. Dongelmans; Nicolette F. de Keizer; Kitty J. Jager; Martijn C. Schut; Ameen Abu-Hanna; Joanna E. Klopotowska (J. Am. Medical Informatics Assoc., 2023)

Assessing the FAIRness of databases on the EHDEN portal: A case study on two Dutch ICU databases. - Daniel P. Püttmann; Rowdy de Groot; Nicolette de Keizer; Ronald Cornet; Paul W. G. Elbers; Dave Dongelmans; Ferishta Bakhshi-Raiez (Int. J. Medical Informatics, 2023)

Automated identification of patient subgroups: A case-study on mortality of COVID-19 patients admitted to the ICU. - Iacopo Vagliano; Maurice Y. Kingma; Dave A. Dongelmans; Dylan W. De Lange; Nicolette F. de Keizer; Martijn C. Schut (Comput. Biol. Medicine, 2023)

Prognostic models of in-hospital mortality of intensive care patients using neural representation of unstructured text: A systematic review and critical appraisal. - Iacopo Vagliano; Noman Dormosh; Miguel Rios; Torec T. Luik; T. M. Buonocore; Paul W. G. Elbers; Dave A. Dongelmans; Martijn C. Schut; Ameen Abu-Hanna (J. Biomed. Informatics, 2023)

Feasibility of Calculating Indicators for Intensive Care Unit Antibiotic Use Based on Routine Electronic Health Record Data. - Marie-José Roos-Blom; Dave Dongelmans; Nicolette de Keizer (MIE, 2024)

Comparing causal random forest and linear regression to estimate the independent association of organisational factors with ICU efficiency. - Leonardo S. L. Bastos; Safira A. Wortel; Ferishta Bakhshi-Raiez; Ameen Abu-Hanna; Dave A. Dongelmans; Jorge I. F. Salluh; Fernando G. Zampieri; Gastón Burghi; Silvio Hamacher; Fernando A. Bozza; Nicolette F. de Keizer; Marcio Soares (Int. J. Medical Informatics, 2024)

Comparative performance of intensive care mortality prediction models based on manually curated versus automatically extracted electronic health record data. - Ameet R. Jagesar; Martijn Otten; Tariq A. Dam; Laurens Biesheuvel; Dave A. Dongelmans; Sylvia Brinkman; Patrick J. Thoral; Vincent François-Lavet; Armand R. J. Girbes; Nicolette de Keizer; Harm-Jan de Grooth; Paul W. G. Elbers (Int. J. Medical Informatics, 2024)

Development and evaluation of regression tree models for predicting in-hospital mortality of a national registry of COVID-19 patients over six pandemic surges. - Martijn C. Schut; Dave A. Dongelmans; Dylan W. De Lange; Sylvia Brinkman; D. P. Verbiest; L. F. te Velde; E. M. van Driel; T. Rijpstra; P. H. J. Elbers; A. P. I. Houwink; L. Georgieva; E. Verweij; et al. (BMC Medical Informatics Decis. Mak., 2024)

Detection of Adverse Drug Events in Dutch clinical free text documents using Transformer Models: benchmark study. - Rachel M. Murphy; Nishant Mishra; Nicolette F. de Keizer; Dave A. Dongelmans; Kitty J. Jager; Ameen Abu-Hanna; Joanna E. Klopotowska; Iacer Calixto (CoRR, 2025)

Creation of a gold standard Dutch corpus of clinical notes for adverse drug event detection: the Dutch ADE corpus. - Rachel M. Murphy; Dave A. Dongelmans; Nicolette F. de Keizer; Rosa J. Jongeneel; Christiaan H. Koster; Kitty J. Jager; Ameen Abu-Hanna; Iacer Calixto; Joanna E. Klopotowska (Lang. Resour. Evaluation, 2025)