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Specialization Clinical Imaging BioInformatics Public Health Core Informatics Methods in Biomedicine: Evaluation Decision Making Information Systems Foundations of a Profession Data Representation Methods (formal models) Computer Science Information Presentation Statistics Biomedical Specialization Core Clinical Evaluation Imaging BioInformatics Public Health Decision Making Data Representation Methods (formal models) Computer Science Information Systems Information Presentation Statistics Biomedical Specialization Core Clinical Evaluation Imaging BioInformatics Public Health Post-doc Decision Making Information Systems Clinical Data Representation Methods (formal models) Computer Science Information Presentation Statistics Preclinical Biomedical Specialization Clinical Formal Mathematical, technical ImagingEmpirical Health BioInformatics Public Applied Cognitive, behavioral, organizational A core set of methods for implementing and evaluating Information Systems solutions Core •Ontology Evaluation Decision Making •Database theory •Experimental •SignalData processing design Representation Information Presentation •Sequence •Data modeling •Deployment analysis •Visualization methods •Formal grammars •Decision analysis •Implementation •Process models •Project issues Methods Statistics (formal models) •Software management •Assess impact Computer Science •User interfaceBiomedical engineering Specialization Core Clinical Evaluation Imaging BioInformatics Public Health Decision Making Data Representation Methods (formal models) Computer Science Information Systems Information Presentation Statistics Biomedical Specialization Core Clinical Imaging BioInformatics Public Health Computer Science Can apply computational techniques to manage data,develop software and solve problems Decision Making Evaluation Information Systems • Database Systems Data Representation Information Presentation • Machine Learning Methods • Programming and Problem Solving (formal models) Science • Computer Advanced Software Engineering Biomedical Statistics Specialization Core Clinical Imaging BioInformatics Public Health Statistics Can apply mathematical toSystems analyze Evaluation Decision Makingtechniques Information data and test hypotheses Data Representation Information Presentation • Introduction to Biostatistics • Introduction to Biostatistical Methods Methods (formal models) Computer Science Statistics Biomedical Specialization Core Clinical Imaging BioInformatics Public Health Biomedical Is conversant with concepts, terminology, institutions, professionals, and methods of biomedical domain Evaluation Decision Making Information Systems • Biochemistry and Molecular Biology Data Representation Information Presentation • Acculturation to Medicine • Physiology Methods (formal models) Science • Computer Epidemiology Statistics Biomedical Specialization Core Clinical Imaging BioInformatics Public Health Informatics Knowledge Is familiar with theories and results in Medical Informatics, and able to apply basic methods to solve problems Evaluation Decision Making Information Systems • Methods in Medical Informatics (logic, Data Representation Information Presentation decision science, cognitive science) • Introduction to Medical Informatics Applications Methods (formal models) Computer Science Biomedical Statistics Specialization Core Imaging BioInformatics Public Health Informatics Methods Clinical • Logic • Formal Grammars • Evaluation Ontology Decision Making Information Systems • Database theory Data Representation • Decision Theory Information Presentation • Cognitive Analysis Methods • Process Models (formal models) Science • Computer Measurement Theory Statistics Biomedical Specialization Core Clinical Evaluation Imaging BioInformatics Public Health Decision Making Data Representation Methods (formal models) Computer Science Information Systems Information Presentation Statistics Biomedical Specialization Core Clinical Imaging BioInformatics Public Health Data Representation Evaluation Decision Making Information Systems Can analyze, develop, and apply representations of biomedical data Data Representation Information Presentation • Representation and Coding of Medical Data Methods (formal models) Computer Science Statistics Biomedical Specialization Core Clinical Imaging BioInformatics Public Health Information Systems Can analyze, develop, and manage Evaluation Decision Makingdeploy Information Systems complex information systems Data Representation Information Presentation • Health Information Systems Architecture • Introduction to Information Management Methods (formal models) Computer Science Statistics Biomedical Specialization Core Clinical Imaging BioInformatics Public Health Information Presentation Evaluation Can analyze, develop, Decision Making andInformation deploy visual Systems presentations of biomedical information Data Representation Information Presentation • User Interfaces in Medicine • Understanding Information Methods (formal models) Computer Science Statistics Biomedical Specialization Core Clinical Imaging BioInformatics Decision MakingPublic Health Can analyze, develop, and apply formal models of biomedical decision making Making Information Systems • Evaluation QuantitativeDecision Models for Medical Decision Making and Clinical Support Data Representation Information Presentation • Cognitive Sciences and Medical Informatics • Social and Economic Factors in Clinical Methods Statistics Decision Making (formal models) Computer Science Biomedical Specialization Core Clinical Imaging BioInformatics Public Health Evaluation Can analyze, plan and carry out formal evaluations information systems Evaluation Decisionof Making Information Systems • Evaluation Methods in Medical Informatics Data Representation Information Presentation • Design of Medical Experiments • Introduction to Sociomedical Sciences Methods Statistics Research Methods (formal models) Computer Science Biomedical Specialization Core Clinical Evaluation Imaging BioInformatics Public Health Decision Making Data Representation Methods (formal models) Computer Science Information Systems Information Presentation Statistics Biomedical Specialization Clinical Imaging BioInformatics Public Health Clinical Application Domain Core • Economics of Informatics Evaluation Decision Making Information Systems • Project Management Data Representation Information Presentation • Interactive Health Communications • Introduction to Databases and Data Mining Methods (formal models) Computer Science Statistics Biomedical Specialization Clinical Imaging BioInformatics Public Health Imaging Application Domain Core • Biomedical Imaging Evaluation Decision Making Information Systems • Analysis and Quantification of Medical Images Data Representation Information Presentation • Wavelet Applications Methods • Computation Neural Modeling and (formal models) Neuroengineering Computer Science Biomedical Statistics Specialization Core Clinical Imaging BioInformatics Public Health Bioinformatics Application Domain Decision Making • Evaluation Intro to Genomics Information Systems • Computation Genomics Data Representation Information Presentation • Sequence Analysis Methods • Microarrays and Regulatory Networks Statistics (formal models) Science • Computer Biological Database Biomedical Specialization Core Clinical Imaging BioInformatics Public Health Public Health Application Domain Evaluation Decision Making Information Systems • Use of Large Scale national health care data Data Representation Information Presentation sets • Hospital Organization and Management Methods • Health Communications (formal models) Computer Science Statistics Biomedical Specialization Core Clinical Evaluation Imaging BioInformatics Public Health Decision Making Data Representation Methods (formal models) Computer Science Information Systems Information Presentation Statistics Biomedical Applying Bioinformatics Knowledge to Research Areas Biomedical Knowledge Machine learning Text interpretation Knowledge engineering Knowledge Acquisition Knowledge Base Model Development Information Retrieval Diagnosis Biomedical Data Biomedical Research Planning & Data Analysis Data Acquisition Inferencing System Data Base Treatment Planning Human Interface Real-time acquisition Imaging Speech/language/text Specialized input devices Teaching Image Generation Basic Research Informatics Challenges Coding, data structures, high performance computing Vocabularies, automated retrieval from repositories Distributed medical records, clinical trials, teledentistry Imaging 3-D modeling, visualization, data representation Ontology-based ref models and classification 3-D anatomy atlases, radiological diagnosis Bioinformatics Biochips, algorithms for DNA sequencing, patient specific drugs Linking genomic and patient data, security, ethics Genetic-based patient records and protocols Databases, searching, data analysis theories and algorithms Integration and validation of info, knowledge discovery Data mining, citizen-based services Clinical Public Health Applications Specialization Core Clinical Imaging BioInformatics Public Health Thanks to Decision Making Information Systems Dr. Stephen B. Johnson Evaluation Data Representation Information Presentation Dr. Ted Shortliffe Methods (formal models) Computer Science Statistics Biomedical Specialization Core Clinical Evaluation Imaging BioInformatics Public Health Decision Making Data Representation Methods (formal models) Computer Science Information Systems Information Presentation Statistics Biomedical