Medical Outcome Prediction for Intensive Care Unit Patients

Created by W.Langdon from gp-bibliography.bib Revision:1.8120

@Article{Ludwig:2010:IJCMAM,

• author = "Simone A. Ludwig and Stefanie Roos and Monique Frize and Nicole Yu",
• title = "Medical Outcome Prediction for Intensive Care Unit Patients",
• journal = "International Journal of Computational Models and Algorithms in Medicine (IJCMAM)",
• year = "2010",
• volume = "1",
• number = "4",
• pages = "19--30",
• keywords = "genetic algorithms, genetic programming, Intelligent Technologies",
• ISSN = "1947-3133",
• URL = "http://www.irma-international.org/article/medical-outcome-prediction-intensive-care/51668/",
• DOI = "doi:10.4018/jcmam.2010100102",
• size = "12",
• abstract = "The rate of people dying from medical errors in hospitals each year is very high. Errors that frequently occur during the course of providing health care are adverse drug events and improper transfusions, surgical injuries and wrong-site surgery, suicides, restraint-related injuries or death, falls, burns, pressure ulcers, and mistaken patient identities. Medical decision support systems play an increasingly important role in medical practice. By assisting physicians in making clinical decisions, medical decision support systems improve the quality of medical care. Two approaches have been investigated for the prediction of medical outcomes: hours of ventilation and the mortality rate in the adult intensive care unit. The first approach is based on neural networks with the weight-elimination algorithm, and the second is based on genetic programming. Both approaches are compared to commonly used machine learning algorithms. Results show that both algorithms developed score well for the outcomes selected",
• notes = "Simone A. Ludwig (North Dakota State University, USA), Stefanie Roos (Darmstadt University, Germany), Monique Frize (Carleton University, Canada), and Nicole Yu (Carleton University, Canada)",

}

Genetic Programming entries for Simone A Ludwig Stefanie Roos Monique Frize Nicole J Yu

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