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Design and implementation of a standardized framework to generate and evaluate patient-level prediction models using observational healthcare data.

, , , , and . J. Am. Medical Informatics Assoc., 25 (8): 969-975 (2018)

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Finding a short and accurate decision rule in disjunctive normal form by exhaustive search., and . Mach. Learn., 80 (1): 33-62 (2010)How little data do we need for patient-level prediction?, , , , and . CoRR, (2020)A Methodology to Perform Semi-automatic Distributed EHR Database Queries., , , , and . HEALTHINF, page 127-134. SciTePress, (2018)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)Alignment of 4D Coronary CTA with Monoplane X-ray Angiography., , , , , , , , , and . AE-CAI, volume 7264 of Lecture Notes in Computer Science, page 106-116. Springer, (2011)Design and implementation of a standardized framework to generate and evaluate patient-level prediction models using observational healthcare data., , , , and . J. Am. Medical Informatics Assoc., 25 (8): 969-975 (2018)Trends in the conduct and reporting of clinical prediction model development and validation: a systematic review., , , , , , , , , and . J. Am. Medical Informatics Assoc., 29 (5): 983-989 (2022)A standardized framework for risk-based assessment of treatment effect heterogeneity in observational healthcare databases., , , , , and . npj Digit. Medicine, (2023)Supplementing claims data analysis using self-reported data to develop a probabilistic phenotype model for current smoking status., , and . J. Biomed. Informatics, (2019)