Early prediction of critical events for infants with single-ventricle physiology in critical care using routinely collected data

Autor: Ruiz, Victor M., Saenz, Lucas, Lopez-Magallon, Alejandro, Shields, Ashlee, Ogoe, Henry A., Suresh, Srinivasan, Munoz, Ricardo, Tsui, Fuchiang R.

Publikováno v: In The Journal of Thoracic and Cardiovascular Surgery July 2019 158(1):234-243

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Using Data-Driven Machine Learning to Predict Unplanned ICU Transfers with Critical Deterioration from Electronic Health Records.

Autor: Lingyun Shi, Muthu, Naveen, Shaeffer, Gerald P., Yujie Sun, Herrera, Victor M. Ruiz, Tsui, Fuchiang R.

Publikováno v: Medinfo; 2021, Vol. 290, p660-664, 5p

Abstract 12129: Can Machine Learning Predict Hospitalization From Sparse Interstage Home Monitoring Data of Single Ventricle Infants?

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Publikováno v: Circulation (Ovid); November 2019, Vol. 140 Issue: Supplement 1 pA12129-A12129, 1p

Natural language processing and machine learning of electronic health records for prediction of first-time suicide attempts.

Autor: Tsui FR; Tsui Laboratory, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA.; Department of Anesthesiology and Critical Care Medicine, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA.; Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA.; Department of Anesthesiology and Critical Care, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA., Shi L; Tsui Laboratory, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA.; Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA., Ruiz V; Tsui Laboratory, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA.; Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA., Ryan ND; Department of Psychiatry, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA., Biernesser C; Department of Psychiatry, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA., Iyengar S; Department of Statistics, School of Arts and Sciences, University of Pittsburgh, Pittsburgh, Pennsylvania, USA., Walsh CG; Department of Biomedical Informatics, School of Medicine, Vanderbilt University, Nashville, Tennessee, USA., Brent DA; Department of Psychiatry, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.

Publikováno v: JAMIA open [JAMIA Open] 2021 Mar 17; Vol. 4 (1), pp. ooab011. Date of Electronic Publication: 2021 Mar 17 (Print Publication: 2021).