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Vocabulary flashcards covering core BMHI terms, concepts, standards, and workforce roles drawn from the lecture notes.
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Biomedical and health informatics (BMHI)
Interdisciplinary field studying the use of biomedical data, information, and knowledge to improve health, healthcare, public health, and research.
Health informatics (HI)
Often used synonym for BMHI; focus on informatics within healthcare and health-related domains.
AMIA
American Medical Informatics Association; primary professional organization for BMHI.
National Library of Medicine (NLM)
US NIH institute that leads in BMHI research, terminology standards, and biomedical literature.
National Institutes of Health (NIH)
US government biomedical research agency funding BMHI research and training.
Electronic Health Record (EHR)
Digital version of a patient’s health record used across care settings.
Electronic Medical Record (EMR)
Historically used term for a patient’s electronic medical record; often overlaps with EHR.
Personal Health Record (PHR)
Personally controlled health record, managed by the patient.
Health Information Exchange (HIE)
Exchange of health information across organizations and boundaries.
HIPAA
Health Insurance Portability and Accountability Act; US law protecting patient privacy and security of health information.
HIPAA Security Rule
HIPAA provision focused on safeguarding electronic protected health information (ePHI).
HITECH Act
Health Information Technology for Economic and Clinical Health; part of ARRA promoting meaningful use of EHRs and HIE.
ARRA
American Recovery and Reinvestment Act; stimulus law including funding for health IT adoption.
21st Century Cures Act
Legislation to advance interoperability and reduce information blocking; accelerated health IT innovation.
US Core Data for Interoperability (USCDI)
Standardized core data elements for interoperability across health care systems.
FHIR
Fast Healthcare Interoperability Resources; HL7 standard for exchanging health information via APIs.
SMART on FHIR
An app platform that enables substitutable health IT apps to run on EHRs using FHIR.
Office of the National Coordinator for Health Information Technology (ONC)
US federal office coordinating nationwide health IT efforts and standards.
Clinical Decision Support (CDS)
Tools and systems that provide clinicians with knowledge and patient-specific information to enhance care.
Computerized Provider Order Entry (CPOE)
Electronic entry of medical orders by providers.
Evidence-Based Medicine (EBM)
Application of the best current scientific evidence to clinical decision making.
Comparative Effectiveness Research (CER)
Research comparing diagnostic or treatment options to evaluate relative effectiveness.
Information retrieval (IR)
Field focused on searching and retrieving information from large collections of data.
Electronic Health Record Adoption Model (EMRAM)
HIMSS analytics model scoring hospitals’ EHR adoption and interoperability milestones.
LOINC
Logical Observations, Identifiers, and Codes; standard for lab and clinical measurements.
SNOMED CT
Systematized Nomenclature of Medicine—Clinical Terms; comprehensive clinical terminology.
ICD-10-CM
International Classification of Diseases, 10th Revision, Clinical Modification; diagnostic coding system.
ICD-11
11th revision of ICD coding system for diseases and health problems.
RxNorm
Standardized nomenclature for medications and drug vocabularies.
CPT (Current Procedural Terminology)
Code set for medical procedures and services.
HL7
Standards organization for the exchange, integration, sharing, and retrieval of electronic health information.
DICOM
Digital Imaging and Communications in Medicine; standard for medical imaging data and workflows.
PACS
Picture Archival and Communications System; integrates medical imaging data storage and access.
Interoperability
Ability of diverse systems to exchange and use information consistently.
Semantic interoperability
Interchange where exchanged data have the same meaning across systems.
Data governance
Policies, processes, and structures to ensure data quality, availability, and security.
Data quality
Accuracy, completeness, and reliability of data used for decision making.
Data management
All practices for collecting, storing, and maintaining data throughout its lifecycle.
Data modeling
Creating abstract models to structure data for storage and retrieval.
DIKW pyramid
Data → Information → Knowledge → Wisdom; framework for understanding data utility.
Big Data
Large, complex data sets characterized by volume, velocity, variety, and variability.
Data analytics
Techniques to inspect data to draw conclusions and support decisions.
Data science
Interdisciplinary field analyzing data to extract knowledge and insights.
Machine learning (ML)
Computational methods enabling systems to learn patterns from data.
Deep learning (DL)
Advanced ML using multi-layer neural networks for complex tasks.
Neural networks
Computational models inspired by the brain to recognize patterns.
Convolutional Neural Network (CNN)
Neural network type especially effective for image data analysis.
Recurrent Neural Network (RNN)
Neural network type suited for sequential data; includes time-series.
Natural Language Processing (NLP)
Techniques for computers to understand and manipulate human language.
Artificial Intelligence (AI)
Broad field of systems that simulate aspects of human intelligence.
Genomics
Study of the genome and its function, variation, and mapping.
Next-Generation Sequencing (NGS)
High-throughput DNA sequencing technologies enabling rapid genomic data.
OMOP (Observational Medical Outcomes Partnership)
Common data model used to standardize observational health data.
Translational bioinformatics
Bioinformatics applied to health problems to translate findings into practice.
Clinical Research Informatics (CRI)
Informatics applied to clinical research and translational science.
Imaging informatics
Informatics focusing on storage, retrieval, and analysis of medical images.
Nursing informatics
BMHI subfield applying informatics to nursing practice.
Consumer health informatics
Informatics from a consumer perspective, often emphasizing patient engagement.
Public health informatics
Informatics applied to public health, surveillance, and population health.
Imaging (informatics)
Informatics related to medical imaging modalities and workflows.
Translational research
Research bridging basic science and clinical practice to improve health.
Human Genome Project
Large-scale effort to sequence the human genome and map its function.
NCBI
National Center for Biotechnology Information; key biomedical data repository.
PubMed
Free search system for biomedical literature produced by NLM.
PubMed Central (PMC)
NIH repository of full-text biomedical journal articles.
MeSH
Medical Subject Headings; controlled vocabulary used in indexing biomedical literature.
UMLS
Unified Medical Language System; integrates multiple medical vocabularies.
NIH Roadmap
Strategic plan to accelerate biomedical research and translation.
NIH CTSA
Clinical and Translational Science Award program funding translational research.
USCDI interoperability
Set of core data elements for nationwide health data exchange.
US Core Data for Interoperability (USCDI)
Standardized data elements for interoperable health information.
ONC Playbook
Federal guidance for health IT implementation and policy.
Data security
Protecting data from unauthorized access or corruption.
Privacy (PHI/PII)
Protection of personal health information and personally identifiable information.
Breaches and BAAs
Data breaches and Business Associate Agreements; privacy/security obligations.
HIPAA Privacy Rule
Regulations governing how PHI may be used and disclosed.
HIPAA Security Rule
Regulations governing technical safeguards for ePHI.
CMIO
Chief Medical Information Officer; physician leader integrating IT and clinical care.
CNIO
Chief Nursing Informatics Officer; nursing informatics leader within organizations.
CIO
Chief Information Officer; executive responsible for IT strategy and operations.
CCIO/CHIO
Chief Clinical/Health Information Officer; senior informatics leaders.
RHIA
Registered Health Information Administrator; high-level HIM certification.
RHIT
Registered Health Information Technician; HIM technician certification.
CCS (Certified Coding Specialist)
HIM professional credential for medical coding.
AHIC
American Medical Informatics Association Advanced Health Informatics Certification.
AHIMA
American Health Information Management Association; professional organization for HIM.
ACGME
Accreditation Council for Graduate Medical Education; sets residency standards.
ABMS/ABPM
American Board of Medical Specialties and American Board of Preventive Medicine; credentialing bodies.
10x10 program
AMIA initiative to train healthcare professionals in informatics; scalable course.
IOM/NAM
Institute of Medicine, now NAM; influential health policy and informatics reports.
Learning health system
System that continually improves by collecting data, analyzing outcomes, and implementing changes.
Ethics in BMHI
Standards and considerations for privacy, consent, bias, and professional conduct in informatics.