InformaticsMethodsinBiomedicine

InformaticsMethodsinBiomedicine - Specialization Clinical...

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Unformatted text preview: Specialization Clinical Imaging BioInformatics Public Health Basic Core Informatics Methods in Informatics Biomedicine: Evaluation Decision Making Information Systems Information Foundations of a Profession Profession Data Representation Methods (formal models) Computer Science Information Presentation Statistics Biomedical Specialization Core Basic Clinical Evaluation Imaging BioInformatics Public Health Decision Making Data Representation Methods (formal models) Computer Science Information Systems Information Information Presentation Statistics Biomedical Specialization Core Basic Clinical Evaluation Imaging BioInformatics Public Health Post-doc Decision Making Information Systems Information Clinical Data Representation Methods (formal models) Computer Science Information Presentation Preclinical Statistics Biomedical Specialization Clinical Formal Mathematical, Mathematical, technical technical Imaging BioInformatics Public Health Empirical Applied Cognitive, Cognitive, behavioral, organizational organizational A core set of core methods for implementing and evaluating Information Systems Information solutions solutions Basic Core •Ontology Evaluation Decision Making •Database theory •Experimental Experimental •SignalData Representation processing design design Information Presentation •Sequence •Data modeling •Deployment Sequence Deployment •Visualization analysis methods analysis methods •Formal grammars •Decision analysis •Implementation Implementation •Process models •Methods Project issues Project issues Statistics •Software •Assess impact (formal models) management Software management Computer engineering Science •User interfaceBiomedical engineering Specialization Core Basic Clinical Evaluation Imaging BioInformatics Public Health Decision Making Data Representation Methods (formal models) Computer Science Information Systems Information Information Presentation Statistics Biomedical Specialization Core Clinical Imaging BioInformatics Public Health Computer Science Can apply computational techniques to Can manage data,develop software and solve problems Decision Making problems Evaluation Information Systems Information • Database Systems Data Representation Information Presentation Basic • Machine Learning • Programming and Problem Solving Methods (formal models) • Computer Science Advanced Software Engineering Biomedical Statistics Specialization Core Clinical Imaging BioInformatics Public Health Statistics CEvaluation mathematical techniques toSystems an Can apply Decision Making Information analyze Information data and test hypotheses data Data Representation Information Presentation Basic • Introduction to Biostatistics • Introduction to Biostatistical Methods Methods Methods (formal models) Computer Science Statistics Biomedical Specialization Core Clinical Imaging BioInformatics Public Health Biomedical Is conversant with concepts, terminology, Is institutions, professionals, and methods of biomedical domain biomedical Evaluation Decision Making Information Systems Information • Biochemistry and Molecular Biology Data Representation Information Presentation Basic • Acculturation to Medicine • Physiology Methods (formal models) • Computer Science Epidemiology Statistics Biomedical Specialization Core Basic Clinical Imaging BioInformatics Public Health Informatics Knowledge Is familiar with theories and results in Medical Is Informatics, and able to apply basic methods to solve problems to Evaluation Decision Making Information Systems Information • Methods in Medical Informatics (logic, Methods Data Representation Information Presentation decision science, cognitive science) decision • Introduction to Medical Informatics Introduction Applications Methods Applications (formal models) Computer Science Biomedical Statistics Specialization Core Imaging BioInformatics Public Informatics Methods Health Clinical • Logic • Formal Grammars • Evaluation Ontology Decision Making Information Systems Information • Database theory Data Representation • Decision Theory Information Presentation Basic • Cognitive Analysis Methods • Process Models models) (formal • Computer Science Theory Measurement Statistics Biomedical Specialization Core Basic Clinical Evaluation Imaging BioInformatics Public Health Decision Making Data Representation Methods (formal models) Computer Science Information Systems Information Information Presentation Statistics Biomedical Specialization Core Clinical Imaging BioInformatics Public Health Data Representation Evaluation Decision Making Information Systems Information Can analyze, develop, and apply Can representations of biomedical data Data Representation representations Information Presentation Basic • 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, deploy and manage Can Evaluation Decision Making Information Systems Information complex information systems complex Data Representation Information Presentation Basic • Health Information Systems Architecture • Introduction to Information Management Methods Methods (formal models) Computer Science Statistics Biomedical Specialization Core Clinical Imaging BioInformatics Public Health Information Presentation Evaluation Can analyze, develop, Decision Making Can andInformation Systems deploy visual Information presentations of biomedical information presentations Data Representation Information Presentation • User Interfaces in Medicine Basic • Understanding Information Methods (formal models) Computer Science Statistics Biomedical Specialization Core Clinical Imaging BioInformatics Public Decision Making Health Can analyze, develop, and apply formal models Can of biomedical decision making of Decision Making Information Systems Information • Evaluation Quantitative Models for Medical Decision Quantitative Making and Clinical Support Making Data Representation Information Presentation Basic • Cognitive Sciences and Medical Informatics • Social and Economic Factors in Clinical Social Methods Statistics Decision Making models) Decision (formal Computer Science Biomedical Specialization Core Basic Clinical Imaging BioInformatics Public Health Evaluation Can analyze, plan and carry out formal Can evaluations of information systems evaluations Making Evaluation Decision Information Systems Information Data Representation • Evaluation Methods in Medical Informatics Information Presentation • Design of Medical Experiments • Introduction to Sociomedical Sciences Introduction Methods Statistics Research Methodsmodels) Research (formal Computer Science Biomedical Specialization Core Basic Clinical Evaluation Imaging BioInformatics Public Health Decision Making Data Representation Methods (formal models) Computer Science Information Systems Information Information Presentation Statistics Biomedical Specialization Clinical Imaging BioInformatics Public Health Clinical Application Domain Core • Economics of Informatics Evaluation Decision Making • Project Management Data Representation Information Systems Information Information Presentation • Interactive Health Communications Basic • Introduction to Databases and Data Mining Methods (formal models) Computer Science Statistics Biomedical Specialization Core Imaging BioInformatics Public Imaging Application Health Imaging Domain Domain Clinical • Evaluation Biomedical Decision Making Imaging • AData Representation nalysis Analysis and Quantification of Medical Information Presentation Images Images • Wavelet Applications Basic Information Systems Information Methods Statistics (formal models) • Computation Neural Modeling and Computation Computer Science Biomedical Neuroengineering Neuroengineering Specialization Core Imaging BioInformatics Public Health Bioinformatics Application Bioinformatics Domain Domain Clinical Decision • EvaluationGenomics Making Intro to Information Systems Information • Computation Genomics Data Representation Information Presentation Basic • Sequence Analysis Methods • Microarrays and Regulatory Networks Statistics (formal models) • Computer Science Biological Database Biomedical Specialization Core Clinical Imaging BioInformatics Public Health Public Health Application Public Domain Domain Evaluation Decision Making Information Systems Information • Use of Large Scale national health care data Use Data Representation Information Presentation sets sets Basic • Hospital Organization and Management Methods • Health Communications (formal models) Computer Science Statistics Biomedical Specialization Core Basic Clinical Evaluation Imaging BioInformatics Public Health Decision Making Data Representation Methods (formal models) Computer Science Information Systems Information 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 Basic Informatics Informatics Challenges 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 Basic Clinical Imaging BioInformatics Public Health Thanks to Thanks Information Dr. Stephen B. Johnson Dr. Decision Making Information Systems Evaluation Data Representation Information Dr. Ted ShortliffePresentation Methods (formal models) Computer Science Statistics Biomedical Specialization Core Basic Clinical Evaluation Imaging BioInformatics Public Health Decision Making Data Representation Methods (formal models) Computer Science Information Systems Information Information Presentation Statistics Biomedical ...
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