Computerized prediction of intensive care unit discharge after cardiac surgery: development and validation of a Gaussian processes model

Author:

Meyfroidt Geert,Güiza Fabian,Cottem Dominiek,De Becker Wilfried,Van Loon Kristien,Aerts Jean-Marie,Berckmans Daniël,Ramon Jan,Bruynooghe Maurice,Van den Berghe Greet

Publisher

Springer Science and Business Media LLC

Subject

Health Informatics,Health Policy,Computer Science Applications

Reference34 articles.

1. Kramer AA, Zimmerman JE: Predicting outcomes for cardiac surgery patients after intensive care unit admission. Semin Cardiothorac Vasc Anesth. 2008, 12: 175-183. 10.1177/1089253208323413.

2. Becker RB, Zimmerman JE, Knaus WA, Wagner DP, Seneff MG, Draper EA, Higgins TL, Estafanous FG, Loop FD: The use of APACHE III to evaluate ICU length of stay, resource use, and mortality after coronary artery by-pass surgery. J Cardiovasc Surg (Torino). 1995, 36 (1): 1-11.

3. Nashef SAM, Roques F, Michel P, Gauducheau E, Lemeshow S, Salamon R: European system for cardiac operative risk evaluation (EuroSCORE). Eur J Cardiothorac Surg. 1999, 16: 9-13. 10.1016/S1010-7940(99)00134-7.

4. Shroyer AL, Coombs LP, Peterson ED, Eiken MC, DeLong ER, Chen A, Ferguson TB, Grover FL, Edwards FH: The Society of Thoracic Surgeons: 30-day operative mortality and morbidity risk models. Ann Thorac Surg. 2003, 75 (6): 1856-64. 10.1016/S0003-4975(03)00179-6.

5. Parsonnet V, Dean D, Bernstein AD: A method of uniform stratification of risk for evaluating the results of surgery in acquired adult heart disease. Circulation. 1989, 79: I3-I12.

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