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Logistic regression models for patient-level prediction based on massive observational data: Do we need all data?

, , , , and . Int. J. Medical Informatics, (2022)

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How little data do we need for patient-level prediction?, , , , and . CoRR, (2020)Finding a short and accurate decision rule in disjunctive normal form by exhaustive search., and . Mach. Learn., 80 (1): 33-62 (2010)Use of unstructured text in prognostic clinical prediction models: a systematic review., , , , , , , , , and 3 other author(s). J. Am. Medical Informatics Assoc., 29 (7): 1292-1302 (2022)Does Using a Stacking Ensemble Method to Combine Multiple Base Learners Within a Database Improve Model Transportability?, , , , , , and . MIE, volume 302 of Studies in Health Technology and Informatics, page 129-130. IOS Press, (2023)A Methodology to Perform Semi-automatic Distributed EHR Database Queries., , , , and . HEALTHINF, page 127-134. SciTePress, (2018)OHDSI Standardized Vocabularies - a large-scale centralized reference ontology for international data harmonization., , , , , , , and . J. Am. Medical Informatics Assoc., 31 (3): 583-590 (February 2024)Increasing trust in real-world evidence through evaluation of observational data quality., , , and . J. Am. Medical Informatics Assoc., 28 (10): 2251-2257 (2021)Learning patient-level prediction models across multiple healthcare databases: evaluation of ensembles for increasing model transportability., , , , and . BMC Medical Informatics Decis. Mak., 22 (1): 142 (2022)TASKA: A modular task management system to support health research studies., , , , and . BMC Medical Informatics Decis. Mak., 19 (1): 121:1-121:9 (2019)A standardized analytics pipeline for reliable and rapid development and validation of prediction models using observational health data., , , , , , , , , and 4 other author(s). Comput. Methods Programs Biomed., (2021)