Using routinely collected data for research purposes: challenges and mitigation strategies.
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| Title: | Using routinely collected data for research purposes: challenges and mitigation strategies. |
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| Authors: | Hoffmann S; Department of Statistics, Ludwig Maximilian University, Munich, Germany sabine.hoffmann@stat.uni-muenchen.de., Morris T; MRC Clinical Trials Unit at UCL, London, UK., Herrmann M; Institute for Medical Information Processing, Biometry and Epidemiology, Faculty of Medicine, LMU Munich, Munich, Germany.; Munich Center for Machine Learning (MCML), Munich, Germany., Heinze G; Institute of Clinical Biometrics, Center for Medical Data Science, Medical University of Vienna, Vienna, Austria., Wynants L; Department of Epidemiology, Care and Public Health Research Institute, Maastricht University, Netherlands.; Department of Development and Regeneration, KU Leuven, Leuven, Belgium.; Leuven Unit of Health Technology Assessment Research (LUHTAR), KU Leuven, Leuven, Belgium., Van Calster B; Department of Development and Regeneration, KU Leuven, Leuven, Belgium.; Leuven Unit of Health Technology Assessment Research (LUHTAR), KU Leuven, Leuven, Belgium., Bischl B; Department of Statistics, Ludwig Maximilian University, Munich, Germany.; Munich Center for Machine Learning (MCML), Munich, Germany., Schmid M; Department of Medical Biometry, Informatics and Epidemiology, University Hospital Bonn, Bonn, Germany., Shaw PA; Biostatistics Unit, Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA., Mathes T; Department of Medical Statistics, University Medical Center Goettingen, Germany.; Institute for Quality and Efficacy in Health Care, Cologne, Germany., Naudet F; University of Rennes CHU Rennes, Inserm, EHESP, IRSET (Institut de recherche en santé, environnement et travail), Rennes, France.; Institut Universitaire de France (IUF), Paris, France., Harrell FE; Department of Biostatistics, Vanderbilt University School of Medicine, Nashville, TN, USA., Niethammer M; Department of Statistics, Ludwig Maximilian University, Munich, Germany., Muli S; Institute of Nutrition and Food Sciences (IEL) -Nutritional Epidemiology, University of Bonn, Bonn, Germany., Zimmer S; Medizinische Klinik und Poliklinik II, Universitätsklinikum Bonn, Bonn, Germany., Bakhtiary F; Department of Cardiac Surgery, University Hospital Bonn, Bonn, Germany., Leistner D; Department of Cardiology/Angiology, University Heart Center Frankfurt, Goethe University Hospital, Frankfurt, Germany., Schulze PC; Klinik für Innere Medizin I, Universitätsklinikum Jena, Jena, Germany., Sedding D; Mid-German Heart Center, Department of Cardiology and Intensive Care Medicine, University Hospital, Halle (Saale), Germany., Lurz P; Department of Cardiology, Cardiology I, University Medical Center Mainz, Mainz, Germany., Rassaf T; Department of Cardiology and Vascular Medicine, West German Heart and Vascular Center, University Hospital Essen, Essen, Germany., Kelm M; Division of Cardiology, Pulmonology, and Vascular Medicine, Medical Faculty, University Hospital Düsseldorf, Düsseldorf, Germany., Baldus S; Department III of Internal Medicine, Heart Center, University of Cologne, Cologne, Germany., Bauersachs J; Department of Cardiology and Angiology, Hannover Medical School, Hannover, Germany., Nickenig G; Medizinische Klinik und Poliklinik II, Universitätsklinikum Bonn, Bonn, Germany., Thiele H; Department of Cardiology, Heart Center Leipzig at University of Leipzig, Leipzig, Germany., Lüsebrink E; Medizinische Klinik und Poliklinik II, Universitätsklinikum Bonn, Bonn, Germany. |
| Source: | BMJ (Clinical research ed.) [BMJ] 2026 Jun 02; Vol. 393, pp. e087812. Date of Electronic Publication: 2026 Jun 02. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: British Medical Association Country of Publication: England NLM ID: 8900488 Publication Model: Electronic Cited Medium: Internet ISSN: 1756-1833 (Electronic) Linking ISSN: 09598138 NLM ISO Abbreviation: BMJ Subsets: MEDLINE; In Process |
| Database: | MEDLINE Ultimate |
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