Artificial Intelligence in Medicine: 13th Conference on Artificial Intelligence in Medicine, AIME 2011, Bled, Slovenia, July 2-6, 2011. Proceedings
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This book constitutes the refereed proceedings of the 13th Conference on Artificial Intelligence in Medicine, AIME 2011, held in Bled, Slovenia, in July 2011.The 42 revised full and short papers presented together with 2 invited talks were carefully reviewed and selected from 113 submissions. The papers are organized in topical sections on knowledge-based systems; data mining; special session on AI applications; probabilistic modeling and reasoning; terminologies and ontologies; temporal reasoning and temporal data mining; therapy planning, scheduling and guideline-based care; and natural language processing. Front Matter....Pages - Understanding Etiology of Complex Neurodevelopmental Disorders: Two Approaches....Pages 1-1 What BPM Technology Can Do for Healthcare Process Support....Pages 2-13 Elicitation of Neurological Knowledge with ABML....Pages 14-23 Intelligent Configuration of Social Support Networks Around Depressed Persons....Pages 24-34 Argumentation-Logic for Explaining Anomalous Patient Responses to Treatments....Pages 35-44 How to Use Symbolic Fusion to Support the Sleep Apnea Syndrome Diagnosis....Pages 45-54 Ontology-Based Generation of Dynamic Feedback on Physical Activity....Pages 55-59 A Case Study of Stacked Multi-view Learning in Dementia Research....Pages 60-69 Statistical Machine Learning for Automatic Assessment of Physical Activity Intensity Using Multi-axial Accelerometry and Heart Rate....Pages 70-79 A Data Mining Library for miRNA Annotation and Analysis....Pages 80-84 Ranking and 1-Dimensional Projection of Cell Development Transcription Profiles....Pages 85-89 Comparing Machine-Learning Classifiers in Keratoconus Diagnosis from ORA Examinations....Pages 90-95 HRVFrame: Java-Based Framework for Feature Extraction from Cardiac Rhythm....Pages 96-100 Lessons Learned from Implementing and Evaluating Computerized Decision Support Systems....Pages 101-108 CARDSS: Development and Evaluation of a Guideline Based Decision Support System for Cardiac Rehabilitation....Pages 109-118 Using Formal Concept Analysis to Discover Patterns of Non-compliance with Clinical Practice Guidelines: A Case Study in the Management of Breast Cancer....Pages 119-128 Integrating Clinical Decision Support System Development into a Development Process of Clinical Practice – Experiences from Dementia Care....Pages 129-138 Personalized Techniques for Lifestyle Change....Pages 139-148 The Intelligent Ventilator Project: Application of Physiological Models in Decision Support....Pages 149-158 Clinical Time Series Data Analysis Using Mathematical Models and DBNs....Pages 159-168 Managing COPD Exacerbations with Telemedicine....Pages 169-178 A Predictive Bayesian Network Model for Home Management of Preeclampsia....Pages 179-183 Voting Techniques for a Multi-terminology Based Biomedical Information Retrieval....Pages 184-193 Mapping Orphanet Terminology to UMLS....Pages 194-203 The FMA in OWL 2....Pages 204-214 Improving Information Retrieval by Meta-modelling Medical Terminologies....Pages 215-219 Improving the Mapping between MedDRA and SNOMED CT....Pages 220-224 COPE: Childhood Obesity Prevention [Knowledge] Enterprise....Pages 225-229 Repeated Prognosis in the Intensive Care: How Well Do Physicians and Temporal Models Perform?....Pages 230-239 Automating the Calibration of a Neonatal Condition Monitoring System....Pages 240-249 Mining Temporal Constraint Networks by Seed Knowledge Extension....Pages 250-254 A Rule-Based Method for Specifying and Querying Temporal Abstractions....Pages 255-259 Web-Based Querying and Temporal Visualization of Longitudinal Clinical Data....Pages 260-264 Careflow Planning: From Time-Annotated Clinical Guidelines to Temporal Hierarchical Task Networks....Pages 265-275 An Archetype-Based Solution for the Interoperability of Computerised Guidelines and Electronic Health Records....Pages 276-285 Variation Prediction in Clinical Processes....Pages 286-295 A Constraint Logic Programming Approach to Identifying Inconsistencies in Clinical Practice Guidelines for Patients with Comorbidity....Pages 296-301 Towards the Formalization of Guidelines Care Actions Using Patterns and Semantic Web Technologies....Pages 302-306 Exploiting OWL Reasoning Services to Execute Ontologically-Modeled Clinical Practice Guidelines....Pages 307-311 Guideline Recommendation Text Disambiguation, Representation and Testing....Pages 312-316 A Token Centric Part-of-Speech Tagger for Biomedical Text....Pages 317-326 Extracting Information from Summary of Product Characteristics for Improving Drugs Prescription Safety....Pages 327-337 Automatic Verbalisation of SNOMED Classes Using OntoVerbal....Pages 338-342 Evaluating Outliers for Cross-Context Link Discovery....Pages 343-347 Diagnosis Code Assignment Support Using Random Indexing of Patient Records – A Qualitative Feasibility Study....Pages 348-352 Back Matter....Pages -
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