Automating Construction of Machine Learning Models With Clinical Big Data: Proposal Rationale and Methods

Gang Luo   ¹ , PhD ;   Bryan L Stone   ² , MD, MS ;   Michael D Johnson   ² , MD ;   Peter Tarczy-Hornoch   ^{1, 3, 4} , MD ;   Adam B Wilcox   ¹ , PhD ;   Sean D Mooney   ¹ , PhD ;   Xiaoming Sheng   ² , PhD ;   Peter J Haug   ^{5, 6} , MD ;   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 Division of Neonatology, Department of Pediatrics, University of Washington, Seattle, WA, United States

⁴ Department of Computer Science and Engineering, University of Washington, Seattle, WA, United States

⁵ Homer Warner Research Center, Intermountain Healthcare, Murray, UT, United States

⁶ Department of Biomedical Informatics, University of Utah, Salt Lake City, UT, United States