[
  {
    "id": "pathway:footprint",
    "slug": "footprint",
    "dimension": "pathway",
    "name": "Environmental footprint of AI",
    "definition": "Environmental pressures from AI computing and infrastructure.",
    "aliases": [
      "data cent",
      "data center",
      "data centre",
      "footprint",
      "comput.*energy",
      "energy.*comput",
      "hardware",
      "inference",
      "training",
      "semiconductor"
    ],
    "pattern": "data cent|data center|data centre|footprint|comput.*energy|energy.*comput|hardware|inference|training|semiconductor",
    "examples": [
      "AI electricity consumption"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns environmental pressures from AI computing and infrastructure.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "pathway:action",
    "slug": "action",
    "dimension": "pathway",
    "name": "AI for environmental action",
    "definition": "Applications intended to understand, protect, restore, adapt, or decarbonize environmental systems.",
    "aliases": [
      "predict",
      "forecast",
      "conserv",
      "biodiversity",
      "agricultur",
      "climate model",
      "monitor",
      "restor",
      "ocean",
      "geospatial",
      "renewable",
      "optim"
    ],
    "pattern": "predict|forecast|conserv|biodiversity|agricultur|climate model|monitor|restor|ocean|geospatial|renewable|optim",
    "examples": [
      "AI weather forecasting"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns applications intended to understand, protect, restore, adapt, or decarbonize environmental systems.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "pathway:governance",
    "slug": "governance",
    "dimension": "pathway",
    "name": "Governance, justice, and political economy",
    "definition": "Rules, institutions, distributional effects, community impacts, labor, finance, and accountability.",
    "aliases": [
      "polic",
      "govern",
      "justice",
      "equity",
      "inequal",
      "labor",
      "labour",
      "regulat",
      "esg",
      "accountab",
      "economic",
      "workforce",
      "communiti"
    ],
    "pattern": "polic|govern|justice|equity|inequal|labor|labour|regulat|esg|accountab|economic|workforce|communiti",
    "examples": [
      "Data center permitting"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns rules, institutions, distributional effects, community impacts, labor, finance, and accountability.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "pathway:practice",
    "slug": "practice",
    "dimension": "pathway",
    "name": "Measurement and sustainable practice",
    "definition": "Methods to measure or reduce environmental impacts and improve computing practice.",
    "aliases": [
      "measur",
      "benchmark",
      "efficien",
      "sustainable ai",
      "green software",
      "green it",
      "carbon.aware",
      "disclos",
      "life.cycle",
      "calculator",
      "codecarbon"
    ],
    "pattern": "measur|benchmark|efficien|sustainable ai|green software|green it|carbon.aware|disclos|life.cycle|calculator|codecarbon",
    "examples": [
      "Carbon-aware computing"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns methods to measure or reduce environmental impacts and improve computing practice.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "topic:sustainability",
    "slug": "sustainability",
    "dimension": "topic",
    "name": "Cross-cutting sustainability",
    "definition": "Environmental sustainability or sustainable computing spanning multiple environmental systems, without assuming a specific impact.",
    "aliases": [
      "sustainab",
      "environment",
      "green ai",
      "green software",
      "green computing",
      "green it\\b",
      "planetary",
      "degrowth",
      "sdgs?\\b"
    ],
    "pattern": "sustainab|environment|green ai|green software|green computing|green it\\b|planetary|degrowth|sdgs?\\b",
    "examples": [
      "Broad environmental assessment of AI"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns environmental sustainability or sustainable computing spanning multiple environmental systems, without assuming a specific impact.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "topic:governance",
    "slug": "governance",
    "dimension": "topic",
    "name": "Governance and society",
    "definition": "Governance, accountability, equity, finance, and social context relevant to the collection; not necessarily an environmental impact study.",
    "aliases": [
      "govern",
      "regulat",
      "polic",
      "esg\\b",
      "ethic",
      "justice",
      "equit",
      "social",
      "societ",
      "economic",
      "financ",
      "responsible ai",
      "authoritarian",
      "misinformation"
    ],
    "pattern": "govern|regulat|polic|esg\\b|ethic|justice|equit|social|societ|economic|financ|responsible ai|authoritarian|misinformation",
    "examples": [
      "AI governance framework"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns governance, accountability, equity, finance, and social context relevant to the collection; not necessarily an environmental impact study.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "topic:methods",
    "slug": "methods",
    "dimension": "topic",
    "name": "Research tools and geospatial methods",
    "definition": "Supporting research, data, geospatial and analytical methods; inclusion does not establish an environmental application.",
    "aliases": [
      "geospatial",
      "remote sensing",
      "earth observation",
      "satellite",
      "research tool",
      "literature",
      "evidence synth",
      "data analys",
      "data visual",
      "statistic",
      "mapping"
    ],
    "pattern": "geospatial|remote sensing|earth observation|satellite|research tool|literature|evidence synth|data analys|data visual|statistic|mapping",
    "examples": [
      "Remote sensing data platform"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns supporting research, data, geospatial and analytical methods; inclusion does not establish an environmental application.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "topic:education",
    "slug": "education",
    "dimension": "topic",
    "name": "Education and skills",
    "definition": "Learning, workforce development, and professional skills supporting work across this field.",
    "aliases": [
      "educat",
      "teaching",
      "learning resource",
      "workforce",
      "skill",
      "career",
      "training course",
      "online course"
    ],
    "pattern": "educat|teaching|learning resource|workforce|skill|career|training course|online course",
    "examples": [
      "Sustainable computing course"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns learning, workforce development, and professional skills supporting work across this field.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "topic:energy",
    "slug": "energy",
    "dimension": "topic",
    "name": "Energy and electricity",
    "definition": "Electricity supply, demand, grids, fuels, and energy efficiency.",
    "aliases": [
      "energy",
      "electric",
      "grid",
      "power",
      "nuclear",
      "solar",
      "wind",
      "fuel"
    ],
    "pattern": "energy|electric|grid|power|nuclear|solar|wind|fuel",
    "examples": [
      "Electricity demand"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns electricity supply, demand, grids, fuels, and energy efficiency.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "topic:climate",
    "slug": "climate",
    "dimension": "topic",
    "name": "Climate and greenhouse gases",
    "definition": "Greenhouse gas emissions, carbon accounting, mitigation, and climate systems.",
    "aliases": [
      "climate",
      "carbon",
      "emission",
      "greenhouse",
      "decarbon"
    ],
    "pattern": "climate|carbon|emission|greenhouse|decarbon",
    "examples": [
      "Carbon footprint"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns greenhouse gas emissions, carbon accounting, mitigation, and climate systems.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "topic:water",
    "slug": "water",
    "dimension": "topic",
    "name": "Water",
    "definition": "Water withdrawal, consumption, quality, scarcity, and freshwater systems.",
    "aliases": [
      "water",
      "thirst",
      "hydrolog",
      "drought"
    ],
    "pattern": "water|thirst|hydrolog|drought",
    "examples": [
      "Cooling water"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns water withdrawal, consumption, quality, scarcity, and freshwater systems.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "topic:materials",
    "slug": "materials",
    "dimension": "topic",
    "name": "Materials and critical minerals",
    "definition": "Materials, mining, critical minerals, and supply chains for computing.",
    "aliases": [
      "mineral",
      "mining",
      "material",
      "lithium",
      "cobalt",
      "rare earth"
    ],
    "pattern": "mineral|mining|material|lithium|cobalt|rare earth",
    "examples": [
      "Semiconductor materials"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns materials, mining, critical minerals, and supply chains for computing.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "topic:circularity",
    "slug": "circularity",
    "dimension": "topic",
    "name": "E-waste and circularity",
    "definition": "Electronic waste, reuse, recycling, and circular resource flows.",
    "aliases": [
      "e.waste",
      "electronic waste",
      "circular",
      "recycl",
      "repair",
      "reuse"
    ],
    "pattern": "e.waste|electronic waste|circular|recycl|repair|reuse",
    "examples": [
      "Hardware recycling"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns electronic waste, reuse, recycling, and circular resource flows.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "topic:land",
    "slug": "land",
    "dimension": "topic",
    "name": "Land use, heat, and noise",
    "definition": "Land conversion, siting, local heat, and noise effects.",
    "aliases": [
      "land use",
      "land footprint",
      "noise",
      "heat island",
      "sprawl",
      "siting"
    ],
    "pattern": "land use|land footprint|noise|heat island|sprawl|siting",
    "examples": [
      "Data center land use"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns land conversion, siting, local heat, and noise effects.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "topic:air",
    "slug": "air",
    "dimension": "topic",
    "name": "Air pollution",
    "definition": "Air pollutants and associated exposure outside greenhouse gas accounting.",
    "aliases": [
      "air pollut",
      "particulate",
      "diesel",
      "nitrogen oxide",
      "air quality"
    ],
    "pattern": "air pollut|particulate|diesel|nitrogen oxide|air quality",
    "examples": [
      "Backup generator pollution"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns air pollutants and associated exposure outside greenhouse gas accounting.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "topic:biodiversity",
    "slug": "biodiversity",
    "dimension": "topic",
    "name": "Biodiversity and ecosystems",
    "definition": "Species, habitats, ecosystem function, and conservation.",
    "aliases": [
      "biodivers",
      "ecosystem",
      "ecolog",
      "wildlife",
      "forest",
      "nature",
      "species",
      "conserv"
    ],
    "pattern": "biodivers|ecosystem|ecolog|wildlife|forest|nature|species|conserv",
    "examples": [
      "Wildlife monitoring"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns species, habitats, ecosystem function, and conservation.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "topic:oceans",
    "slug": "oceans",
    "dimension": "topic",
    "name": "Oceans and coasts",
    "definition": "Marine and coastal systems, sea levels, and ocean conservation.",
    "aliases": [
      "ocean",
      "marine",
      "coast",
      "sea level",
      "coral"
    ],
    "pattern": "ocean|marine|coast|sea level|coral",
    "examples": [
      "Coastal flooding"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns marine and coastal systems, sea levels, and ocean conservation.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "topic:agriculture",
    "slug": "agriculture",
    "dimension": "topic",
    "name": "Agriculture and food",
    "definition": "Farming, food systems, soil, and agricultural resource use.",
    "aliases": [
      "agricultur",
      "food",
      "farm",
      "crop",
      "soil"
    ],
    "pattern": "agricultur|food|farm|crop|soil",
    "examples": [
      "Crop forecasting"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns farming, food systems, soil, and agricultural resource use.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "topic:weather",
    "slug": "weather",
    "dimension": "topic",
    "name": "Weather, hazards, and adaptation",
    "definition": "Weather prediction, extreme events, hazards, resilience, and adaptation.",
    "aliases": [
      "weather",
      "hazard",
      "adaptation",
      "flood",
      "wildfire",
      "storm",
      "disaster",
      "resilien"
    ],
    "pattern": "weather|hazard|adaptation|flood|wildfire|storm|disaster|resilien",
    "examples": [
      "Extreme weather forecasts"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns weather prediction, extreme events, hazards, resilience, and adaptation.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "topic:infrastructure",
    "slug": "infrastructure",
    "dimension": "topic",
    "name": "Built environment and infrastructure",
    "definition": "Buildings, cities, infrastructure, and their environmental performance.",
    "aliases": [
      "infrastructure",
      "building",
      "urban",
      "cities",
      "data cent",
      "construction",
      "heating",
      "cooling"
    ],
    "pattern": "infrastructure|building|urban|cities|data cent|construction|heating|cooling",
    "examples": [
      "Data center cooling"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns buildings, cities, infrastructure, and their environmental performance.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "topic:transport",
    "slug": "transport",
    "dimension": "topic",
    "name": "Transport and logistics",
    "definition": "Mobility, freight, transport, and logistics systems.",
    "aliases": [
      "transport",
      "logistic",
      "vehicle",
      "mobility",
      "shipping",
      "aviation"
    ],
    "pattern": "transport|logistic|vehicle|mobility|shipping|aviation",
    "examples": [
      "Route optimization"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns mobility, freight, transport, and logistics systems.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "lifecycle:extraction",
    "slug": "extraction",
    "dimension": "lifecycle",
    "name": "Raw material extraction",
    "definition": "Extraction and processing of raw materials used in computing.",
    "aliases": [
      "mining",
      "raw material",
      "critical mineral"
    ],
    "pattern": "mining|raw material|critical mineral",
    "examples": [
      "Mineral extraction"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns extraction and processing of raw materials used in computing.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "lifecycle:manufacturing",
    "slug": "manufacturing",
    "dimension": "lifecycle",
    "name": "Semiconductor and hardware manufacturing",
    "definition": "Fabrication and assembly of chips, servers, and related hardware.",
    "aliases": [
      "manufactur",
      "semiconductor",
      "chip fabric"
    ],
    "pattern": "manufactur|semiconductor|chip fabric",
    "examples": [
      "Chip fabrication"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns fabrication and assembly of chips, servers, and related hardware.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "lifecycle:construction",
    "slug": "construction",
    "dimension": "lifecycle",
    "name": "Data-center siting and construction",
    "definition": "Planning, siting, permitting, and construction of data centers.",
    "aliases": [
      "siting",
      "construction",
      "permitting",
      "data center sprawl",
      "data centre sprawl"
    ],
    "pattern": "siting|construction|permitting|data center sprawl|data centre sprawl",
    "examples": [
      "Facility construction"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns planning, siting, permitting, and construction of data centers.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "lifecycle:training",
    "slug": "training",
    "dimension": "lifecycle",
    "name": "Model development and training",
    "definition": "Model development, experimentation, training, and fine-tuning.",
    "aliases": [
      "training",
      "fine.tun",
      "model development"
    ],
    "pattern": "training|fine.tun|model development",
    "examples": [
      "Training energy"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns model development, experimentation, training, and fine-tuning.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "lifecycle:inference",
    "slug": "inference",
    "dimension": "lifecycle",
    "name": "Deployment and inference",
    "definition": "Serving and running models in production or on devices.",
    "aliases": [
      "inference",
      "deployment",
      "serving",
      "edge comput"
    ],
    "pattern": "inference|deployment|serving|edge comput",
    "examples": [
      "Inference footprint"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns serving and running models in production or on devices.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "lifecycle:application",
    "slug": "application",
    "dimension": "lifecycle",
    "name": "Application and end use",
    "definition": "Use of AI in environmental applications and services.",
    "aliases": [
      "forecast",
      "predict",
      "monitor",
      "application",
      "optim",
      "detect"
    ],
    "pattern": "forecast|predict|monitor|application|optim|detect",
    "examples": [
      "AI habitat monitoring"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns use of AI in environmental applications and services.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "lifecycle:retirement",
    "slug": "retirement",
    "dimension": "lifecycle",
    "name": "Hardware retirement and end of life",
    "definition": "Retirement, reuse, recycling, and disposal of computing hardware.",
    "aliases": [
      "e.waste",
      "electronic waste",
      "end.of.life",
      "hardware recycl",
      "hardware retir"
    ],
    "pattern": "e.waste|electronic waste|end.of.life|hardware recycl|hardware retir",
    "examples": [
      "Server retirement"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns retirement, reuse, recycling, and disposal of computing hardware.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "orientation:harm",
    "slug": "harm",
    "dimension": "orientation",
    "name": "Harm or risk",
    "definition": "Claims about adverse effects or potential harm.",
    "aliases": [
      "harm",
      "risk",
      "cost",
      "pollut",
      "scarcity",
      "impact",
      "footprint"
    ],
    "pattern": "harm|risk|cost|pollut|scarcity|impact|footprint",
    "examples": [
      "Water demand risk"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns claims about adverse effects or potential harm.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "orientation:benefit",
    "slug": "benefit",
    "dimension": "orientation",
    "name": "Benefit or opportunity",
    "definition": "Claims about beneficial effects or opportunities.",
    "aliases": [
      "benefit",
      "opportun",
      "improv",
      "solution",
      "protect",
      "save",
      "restor"
    ],
    "pattern": "benefit|opportun|improv|solution|protect|save|restor",
    "examples": [
      "Improved conservation"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns claims about beneficial effects or opportunities.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "orientation:tradeoff",
    "slug": "tradeoff",
    "dimension": "orientation",
    "name": "Tradeoff or rebound effect",
    "definition": "Interactions, competing outcomes, or induced demand.",
    "aliases": [
      "trade.off",
      "rebound",
      "jevons",
      "tension"
    ],
    "pattern": "trade.off|rebound|jevons|tension",
    "examples": [
      "Efficiency rebound"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns interactions, competing outcomes, or induced demand.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "orientation:measurement",
    "slug": "measurement",
    "dimension": "orientation",
    "name": "Measurement or disclosure",
    "definition": "Measurement, accounting, reporting, and transparency.",
    "aliases": [
      "measur",
      "report",
      "disclos",
      "accounting",
      "benchmark",
      "quantif"
    ],
    "pattern": "measur|report|disclos|accounting|benchmark|quantif",
    "examples": [
      "Emissions measurement"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns measurement, accounting, reporting, and transparency.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "orientation:mitigation",
    "slug": "mitigation",
    "dimension": "orientation",
    "name": "Technical mitigation",
    "definition": "Technical interventions intended to reduce impacts.",
    "aliases": [
      "efficien",
      "optimiz",
      "optimis",
      "carbon.aware",
      "green software",
      "reduc"
    ],
    "pattern": "efficien|optimiz|optimis|carbon.aware|green software|reduc",
    "examples": [
      "Efficient inference"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns technical interventions intended to reduce impacts.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "orientation:policy",
    "slug": "policy",
    "dimension": "orientation",
    "name": "Policy or governance response",
    "definition": "Institutional or policy interventions.",
    "aliases": [
      "polic",
      "regulat",
      "govern",
      "standard",
      "legislat"
    ],
    "pattern": "polic|regulat|govern|standard|legislat",
    "examples": [
      "Disclosure regulation"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns institutional or policy interventions.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  },
  {
    "id": "orientation:education",
    "slug": "education",
    "dimension": "orientation",
    "name": "Education or capacity building",
    "definition": "Learning, training people, and building capacity.",
    "aliases": [
      "course",
      "education",
      "curricul",
      "learning journey",
      "workforce",
      "skills",
      "workshop"
    ],
    "pattern": "course|education|curricul|learning journey|workforce|skills|workshop",
    "examples": [
      "Sustainable AI course"
    ],
    "inclusion_guidance": "Assign when the source explicitly concerns learning, training people, and building capacity.",
    "exclusion_guidance": "Do not assign from incidental mentions or assume a demonstrated effect. Review the source context.",
    "parent": null,
    "version": "2.2.0-draft.1"
  }
]