| S Uckun, BM Dawant (1992) "Qualitative modeling as a paradigm for diagnosis and prediction in critical care environments", Artificial Intelligence in Medicine 4(2), 127--144 |
....decisions and therapy planning (Uckun, 1993) These systems range from simple intelligent alarms (e.g. RESPAID (Chambrin, at al. 1989) PONI (Garfinkel, et al. 1988) to sophisticated systems for anesthesia monitoring or ventilator management (e.g. VentPlan (Rutledge, et al. 1989; 1993) SIMON (Uckun, et al. 1992; 1993) GUARDIAN (Hayes Roth, et al. 1992; Ash, et al. 1993) Simple alarming tasks can be managed by well known techniques, like time series analysis or control theory. For detection of artifacts and complex faulty behavior a combination of these methods with knowledge based system ....
Uckun S., Dawant B.M. : Qualitative Modeling as a Paradigm for Diagnosis and Prediction in Critical Care Environments, Artificial Intelligence in Medicine 4(2), pp.127--44, 1992.
....require models of the problem domain which is under observation 1 . Such models typically belong to one or more of three categories: structural, behavioral, and functional. Examples of modeling languages used for prediction purposes in medicine are qualitative quantitative process models [19], qualitative mathematics [20] and numerical models [21] A comprehensive review of model based reasoning techniques in medicine may be found in [22] A major use for predictive inferences in IMC is in treatment planning and management. Possible uses of prediction in the treatment context are: ....
....diagnosis, and prediction. Applied to a newborn ventilator management problem [30, 52] Uckun Vanderbilt University YAQ: an ontology for model based diagnosis and prediction in physiological domains. Used in the context of SIMON (see above) Evaluated using retrospective clinical data [15, 19]. Fertig, Factor, Sittig, et al. Yale University ICM: an intelligent cardiovascular monitor based on the process trellis parallel computing architecture. ICM was developed as a prototype patient monitor for post cardiac surgery patients [53, 54] Leaning, Patterson University College London ....
Uckun, S. and B.M. Dawant, Qualitative modeling as a paradigm for diagnosis and prediction in critical care environments. Artificial Intelligence in Medicine, 1992. 4(2): 127--144.
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S Uckun, BM Dawant (1992) "Qualitative modeling as a paradigm for diagnosis and prediction in critical care environments", Artificial Intelligence in Medicine 4(2), 127--144
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