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Value Set Suggestions for LinkML Common Value Sets

Based on comprehensive research across healthcare standards, genomics consortiums, academic systems, geographic/demographic authorities, and technology frameworks.

🏥 HIGH PRIORITY: Healthcare & Medical Standards

Critical Missing FHIR/HL7 Value Sets

  • FHIR Administrative Gender (AdministrativeGender) - Standard: HL7 FHIR
  • FHIR Contact Point System (ContactPointSystem) - Standard: HL7 FHIR
  • FHIR Contact Point Use (ContactPointUse) - Standard: HL7 FHIR
  • FHIR Address Type (AddressType) - Standard: HL7 FHIR
  • FHIR Address Use (AddressUse) - Standard: HL7 FHIR
  • FHIR Observation Status (ObservationStatus) - Standard: HL7 FHIR
  • FHIR Diagnostic Report Status (DiagnosticReportStatus) - Standard: HL7 FHIR
  • FHIR Medication Administration Status (MedicationAdministrationStatus) - Standard: HL7 FHIR

Rationale: FHIR is the dominant healthcare interoperability standard globally. These core administrative and clinical status values are used across all healthcare systems.

SNOMED CT Core Value Sets

  • SNOMED Clinical Finding - Top-level clinical findings hierarchy
  • SNOMED Procedure - Medical and surgical procedures
  • SNOMED Substance - Medications, chemicals, biological substances
  • SNOMED Body Structure - Anatomical locations and structures
  • SNOMED Qualifier Value - Clinical qualifiers (severity, laterality, etc.)

Source: SNOMED International - 357,000+ healthcare concepts, most comprehensive clinical terminology

ICD Classification Systems

  • ICD-11 Disease Categories - Latest WHO disease classification (2022+)
  • ICD-10-CM Chapter Codes - US clinical modification chapters
  • ICD-10-PCS Section Codes - Procedure coding system sections

Source: WHO ICD-11 (132 countries implementing), CDC ICD-10-CM/PCS

LOINC Laboratory Value Sets

  • LOINC Top 2000 Results - Most commonly reported lab tests (98% volume coverage)
  • LOINC Universal Lab Orders - Top 300 most frequent orders
  • LOINC Document Type - Clinical document types
  • LOINC Answer List - Standardized result values

Source: Regenstrief Institute LOINC - global standard for lab/clinical observations

🧬 HIGH PRIORITY: Genomics & Biomedical

NEWLY ADDED: Sequence Chemistry & Sequencing Platforms

  • IUPAC Nucleotide Codes - Complete DNA/RNA alphabet including ambiguity codes (A,T,G,C,N,R,Y,etc.)
  • IUPAC Amino Acid Codes - Complete protein alphabet including selenocysteine (U), pyrrolysine (O)
  • Sequence Quality Encodings - Phred, Solexa, Illumina quality score standards
  • NCBI Genetic Code Tables - 30+ genetic codes for different organisms/organelles
  • Sequencing Platforms - Illumina, PacBio, Nanopore, Element, MGI instruments
  • Sequencing Chemistry - SBS, SMRT, nanopore, pyrosequencing methods
  • Library Preparation Methods - RNA-seq, ChIP-seq, ATAC-seq, Hi-C, single-cell
  • Sequence File Formats - FASTA, FASTQ, SAM/BAM, VCF, GFF3 standards

Source: IUPAC biochemical nomenclature, NCBI standards, major sequencing vendors

GA4GH Phenopackets Standards

  • HPO Clinical Modifier - Human Phenotype Ontology clinical modifiers
  • HPO Onset - Age/temporal onset descriptors
  • GENO Zygosity - Genetic zygosity terms
  • NCIT Histopathology - Cancer histological classifications
  • OMIM Disease - Mendelian disease identifiers

Source: GA4GH Phenopackets v2.0 (ISO 4454:2022 standard)

OMOP Common Data Model

  • OMOP Domain - Clinical data domains (Drug, Condition, Procedure, etc.)
  • OMOP Concept Class - Semantic categories within domains
  • OMOP Vocabulary - Source vocabulary systems (SNOMED, ICD, LOINC, etc.)
  • OMOP Relationship - Inter-concept relationship types

Source: OHDSI OMOP CDM v5.4 - used by NIH All of Us, 100+ research networks

FAIR Data Standards

  • Data Use Ontology (DUO) - Research data use permissions/restrictions
  • EDAM Operations - Bioinformatics operations and analyses
  • EDAM Data Types - Biological data format types
  • EDAM Topics - Biological/computational research domains

Source: FAIR Genomes, GA4GH DUO (200,000+ datasets annotated)

📚 HIGH PRIORITY: Academic & Research

Research Information Standards

  • CASRAI Research Output Types - Standardized publication/output categories
  • CRediT Contributor Roles - Author contribution taxonomy (14 roles)
  • ORCID Work Types - Research product classifications
  • Grant Agency Types - Funding organization categories

Source: CASRAI, NISO CRediT, ORCID (16+ million researcher profiles)

Repository Standards

  • COAR Resource Types v3.2 - 105 scholarly resource types in 25 languages
  • COAR Access Rights - Open access status vocabulary
  • COAR Version Types - Manuscript version states
  • DataCite Resource Types - Research data type classifications
  • DataCite Contributor Types - Data contributor role types

Source: COAR (global repository network), DataCite (12+ million DOIs)

Scientific Publishing

  • OpenAIRE Fields of Science (FOS) - OECD discipline taxonomy enhanced
  • UN Sustainable Development Goals - Research alignment with SDGs
  • Journal Article Sections - Standardized manuscript sections beyond current set
  • Peer Review Types - Editorial review processes (single-blind, double-blind, open, etc.)

Source: OpenAIRE Research Graph, OECD FOS classification

🌍 MEDIUM PRIORITY: Geographic & Demographic

International Geographic Standards

  • ISO 3166-1 Country Codes - Alpha-2, Alpha-3, numeric country codes (249 countries)
  • ISO 3166-2 Subdivision Codes - States/provinces/regions (5,046 codes)
  • UN M49 Geographic Regions - Statistical region classifications
  • GeoNames Feature Classes - 9 main geographic feature types
  • GeoNames Feature Codes - 645 detailed geographic feature subtypes

Source: ISO 3166 Maintenance Agency, UN Statistics, GeoNames (25M+ places)

US Geographic Standards

  • FIPS State Codes - US state/territory codes (still widely used despite withdrawal)
  • FIPS County Codes - US county identifiers
  • Census Geographic Summary Levels - Administrative/statistical boundary hierarchy

Source: US Census Bureau, ANSI geographic codes

Demographic Classifications

  • UN Population Age Groups - Standard demographic age cohorts
  • UN Educational Attainment - International education level classifications
  • UN Labour Force Status - Employment status categories
  • UN Household Relationship - Family/household member relationships

Source: UN Statistics Division, World Population Prospects 2024

💻 MEDIUM PRIORITY: Technology & Data Science

Software Standards

  • SPDX License Identifiers - 500+ software license types (ISO/IEC 5962:2021)
  • Programming Language Types - Major language classifications/paradigms
  • Software Development Methodologies - Agile, Waterfall, DevOps, etc.
  • Version Control Systems - Git, SVN, Mercurial, etc.
  • Container Technologies - Docker, Kubernetes, containerd, etc.

Source: SPDX License List, IEEE/ACM computing classifications

Machine Learning & AI

  • ML Algorithm Categories - Supervised, unsupervised, reinforcement learning
  • ML Model Types - Decision trees, neural networks, SVM, etc.
  • Deep Learning Architectures - CNN, RNN, Transformer, GAN, etc.
  • AI Ethics Categories - Fairness, accountability, transparency, privacy
  • Data Science Lifecycle Stages - Collection, processing, modeling, deployment

Source: ACM Computing Classification 2012, IEEE AI standards

Data Formats & Standards

  • Internet Media Types (MIME) - Extended beyond current basic set
  • Character Encodings - UTF-8, ASCII, Latin-1, etc.
  • Database Types - Relational, NoSQL, Graph, Time-series
  • API Specification Formats - OpenAPI, GraphQL, REST, gRPC
  • Serialization Formats - JSON, XML, YAML, Protocol Buffers, Avro

Source: IANA Media Types Registry, W3C standards

🏢 LOW PRIORITY: Organizational & Business

Business Classifications

  • NAICS Industry Codes - North American Industry Classification (1,065 codes)
  • SIC Industry Codes - Standard Industrial Classification
  • ISIC Industry Codes - UN International Standard Industrial Classification
  • Company Legal Forms - Corporation, LLC, Partnership, etc.
  • Business Relationship Types - Supplier, customer, partner, subsidiary, etc.

Source: US Census Bureau, UN Statistics Division

Professional Standards

  • Professional Certifications - Industry-recognized credentials
  • Job Function Categories - HR/recruitment standard classifications
  • Employment Types - Full-time, part-time, contract, freelance, etc.
  • Remote Work Arrangements - On-site, hybrid, fully remote, etc.

🔬 SPECIALIZED DOMAINS (Domain-Specific Priority)

Environmental Science

  • Climate Variables - Temperature, precipitation, humidity classifications
  • Environmental Monitoring Parameters - Air quality, water quality indicators
  • Ecosystem Types - Biome and habitat classifications
  • Renewable Energy Sources - Solar, wind, hydro, geothermal, etc.

Legal & Regulatory

  • Legal Document Types - Contracts, regulations, statutes, court decisions
  • Regulatory Frameworks - GDPR, HIPAA, SOX, FDA, etc.
  • Intellectual Property Types - Patents, trademarks, copyrights
  • Legal Jurisdiction Types - Federal, state, local, international

Finance & Economics

  • Currency Codes (ISO 4217) - 180 active currency codes
  • Financial Instrument Types - Stocks, bonds, derivatives, commodities
  • Payment Methods - Credit card, bank transfer, digital wallet, cryptocurrency
  • Economic Indicator Categories - GDP, inflation, unemployment, trade

📊 Implementation Priority Matrix

Priority Rationale Examples
HIGH Wide adoption, standards-based, critical for interoperability FHIR, OMOP, GA4GH, COAR, ISO 3166
MEDIUM Important but more specialized, good standards backing SPDX, GeoNames, ACM Classification
LOW Useful but limited audience, or well-served by existing alternatives NAICS, Professional certs

🔗 Key Sources Summary

  • HL7 FHIR: Global healthcare interoperability standard
  • SNOMED International: Comprehensive clinical terminology
  • GA4GH: Genomics standards (Phenopackets ISO 4454:2022)
  • OHDSI OMOP: Observational health data standard (NIH All of Us)
  • CASRAI/ORCID: Research information management
  • COAR: Repository and scholarly communication standards
  • ISO: International geographic and technical standards
  • SPDX: Software licensing standard (ISO/IEC 5962:2021)
  • ACM/IEEE: Computing and technology classifications

This research-driven prioritization focuses on widely-adopted, standards-based value sets that would maximize interoperability and utility for the LinkML common value sets project.