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Risk Stratification Strategies for Colorectal Cancer Screening: From Logistic Regression to Artificial Intelligence
Institution:1. Department of Medicine, Indiana University School of Medicine, Indianapolis, IN, USA;2. Department of Biostatistics, Indiana University School of Medicine and Richard M. Fairbanks School of Public Health, Indianapolis, IN, USA;3. Health Services Research and Development, Richard L. Roudebush VA Medical Center, Indianapolis, IN, USA;4. Regenstrief Institute, Inc., 1101 West 10th Street, Indianapolis, IN 46202, USA;5. Indiana University Melvin and Bren Simon Cancer Center, Indiana University School of Medicine, Indianapolis, IN, USA;6. Health Information and Translational Sciences, 410 West 10th Street Suite 3000, Indianapolis, IN 46202, USA;1. Department of Veterans Affairs Medical Center, White River Junction, VT, USA;2. The Geisel School of Medicine at Dartmouth, 1 Rope Ferry Road, Hanover, NH 03755, USA;3. Division of Gastroenterology and Hepatology, University of Connecticut School of Medicine, Farmington, CT 06030, USA;4. Brigham and Women''s Hospital, 75 Francis Street, Boston, MA 02115, USA;1. Veterans Health Administration, University of Washington School of Medicine, Seattle, WA, USA;2. Gastroenterology Department, Kaiser Permanente Medical Center, The Permanente Medical Group, 1425 South Main Street, Walnut Creek, CA 94596, USA;3. The Kaiser Permanente Division of Research, Oakland, CA 94612, USA;1. Division of Gastroenterology & Hepatology, Rocky Mountain Regional Veterans Affairs Medical Center, Aurora, CO, USA;2. University of California San Diego School of Medicine, 9500 Gilman Drive, 2-065 East Campus Office Building, La Jolla, CA 92093-0956, USA;1. Department of Veterans Affairs Medical Center, White River Junction, VT, USA;2. The Geisel School of Medicine at Dartmouth, The Dartmouth Institute, Hanover, NH, USA;3. Center for Primary Care and Public Health (Unisanté), University of Lausanne, Rue de Bugnon 44, 1010 Lausanne, Switzerland
Abstract:
Keywords:Risk stratification  Colorectal cancer screening  Risk prediction models  Cancer prevention  Multivariate methods  Machine learning methods
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