Titlebook: Artificial Intelligence in Medicine; 15th Conference on A John H. Holmes,Riccardo Bellazzi,Niels Peek Conference proceedings 2015 Springer

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Data Driven Order Set Development Using Metaheuristic Optimizationime intervals where specific order sets are recommended in the CPOE. We evaluate our algorithm using real patient data from a pediatric hospital, and demonstrate that data-driven order sets have the potential to dominate existing, consensus order sets in terms of usability and cognitive workload.

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Distributed Learning to Protect Privacy in Multi-centric Clinical Studiesg tools. We tested this approach on a large dataset and we described results, in terms of convergence and performance; we also provide considerations about the features of an IT architecture designed to support distributed learning computations.

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A Genomic Data Fusion Framework to Exploit Rare and Common Variants for Association Discoverygnificant association with the disease. Collapsed data have been also used as features for prediction models. We found that the use of protein-protein interactions as model features increases the area under ROC curve (+1.5%) if compared to the solely gene-based approach.

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0302-9743 ning; uncertainty and Bayesian networks; text mining; prediction in clinical practice; and knowledge representation and guidelines.978-3-319-19550-6978-3-319-19551-3Series ISSN 0302-9743 Series E-ISSN 1611-3349