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Exploiting decision theory for supporting therapy selection in computerized clinical guidelines Stefania Montani, Paolo Terenziani, Alessio Bottrighi DI,

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Presentation on theme: "Exploiting decision theory for supporting therapy selection in computerized clinical guidelines Stefania Montani, Paolo Terenziani, Alessio Bottrighi DI,"— Presentation transcript:

1 Exploiting decision theory for supporting therapy selection in computerized clinical guidelines Stefania Montani, Paolo Terenziani, Alessio Bottrighi DI, Università del Piemonte Orientale “Amedeo Avogadro”, Alessandria, Italy

2 Decision support  Computer-based treatment of GL to support (therapeutic) decisions  Therapy selection may be critical –Clinically equivalent alternatives  Several decisions in sequence may be prompted (dynamic decision problem) –Simulation and collection of global decision parameters (utility, costs, duration)

3 Mapping decision theory concepts to clinical GL (1)  Decision theory: a natural candidate for decision support  Mapping of concepts between the two areas –Each decision is based on a data collection completed at decision time –Does not depend on the previous history Markov assumption Discrete time process Completely observable –Markov Decision Process (MDP)

4 Exploiting DT algorithms in the GL management domain  Implementation issues –Classical algorithms –Integrations and specific choices to deal with non trivial GL control flow constructs  Calculation of the optimal policy  Calculation of the expected utility along a given GL path  Sharable across different GL management systems  Implementation in GLARE: a system for acquiring, representing and executing clinical GL


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