Using Temporal Features to Provide Data-Driven Clinical Early Warnings for Chronic Obstructive Pulmonary Disease and Asthma Care Management: Protocol for a Secondary Analysis

Gang Luo   ¹ , DPhil ;   Bryan L Stone   ² , MD, MS ;   Corinna Koebnick   ³ , DPhil ;   Shan He   ⁴ , DPhil ;   David H Au   ^{5, 6} , MD, MS ;   Xiaoming Sheng   ⁷ , DPhil ;   Maureen A Murtaugh   ⁸ , DPhil, RDN ;   Katherine A Sward   ⁷ , DPhil, RN ;   Michael Schatz   ^{3, 9} , MD, MS ;   Robert S Zeiger   ^{3, 9} , MD, DPhil ;   Giana H Davidson   ¹⁰ , MD, MPH ;   Flory L Nkoy   ² , MD, MS, MPH

¹ Department of Biomedical Informatics and Medical Education, University of Washington, Seattle, WA, United States

² Department of Pediatrics, University of Utah, Salt Lake City, UT, United States

³ Department of Research & Evaluation, Kaiser Permanente Southern California, Pasadena, CA, United States

⁴ Care Transformation, Intermountain Healthcare, Salt Lake City, UT, United States

⁵ Center of Innovation for Veteran-Centered & Value-Driven Care, VA Puget Sound Health Care System, Seattle, WA, United States

⁶ Division of Pulmonary and Critical Care Medicine, Department of Medicine, University of Washington, Seattle, WA, United States

⁷ College of Nursing, University of Utah, Salt Lake City, UT, United States

⁸ Department of Family and Preventive Medicine, University of Utah, Salt Lake City, UT, United States

⁹ Department of Allergy, Kaiser Permanente Southern California, San Diego, CA, United States

¹⁰ Department of Surgery, University of Washington, Seattle, WA, United States