{
  "model_id": "ce-solution-scale",
  "version": "3.7.0",
  "generated": "2026-06-30",
  "epistemic_status": "Illustrative / scenario accounting \u2014 not a predictive IAM",
  "comparable_to": [
    "UNEP Emissions Gap Report",
    "IEA NZE scenario accounting",
    "NGFS Phase 5 scenarios (2024)"
  ],
  "not_comparable_to": [
    "DICE",
    "PAGE",
    "MESSAGE-GLOBIOM",
    "GCAM"
  ],
  "assumptions": [
    {
      "id": "BASELINE_EMISSIONS",
      "label": "2025 baseline GHG emissions",
      "value": 57.0,
      "unit": "GtCO2e/yr",
      "source": "UNEP Emissions Gap Report 2024",
      "source_year": 2024,
      "observed_year": 2023,
      "uncertainty": "\u00b12\u20133 GtCO2e/yr (5th\u201395th pct)",
      "last_reviewed": "2025-01",
      "notes": "2023 observed; used as 2025 anchor with flat projection assumption."
    },
    {
      "id": "BUDGET_1P5",
      "label": "Remaining 1.5\u00b0C carbon budget",
      "value": 250.0,
      "unit": "GtCO2",
      "probability_threshold": "67%",
      "source": "IPCC AR6 WG1 Table SPM.2",
      "cross_reference": "Global Carbon Project 2024 (~235 GtCO2 at 50% probability from Jan 2025)",
      "source_year": 2021,
      "reference_date": "2020 (AR6 base); adjusted to 2025 via GCB 2024 drawdown accounting",
      "uncertainty": "\u00b1220 GtCO2 (likely range per AR6)",
      "last_reviewed": "2026-05",
      "notes": "CE uses 67% probability threshold; GCB 2024 figure uses 50% threshold \u2014 different thresholds, both consistent with AR6 range."
    },
    {
      "id": "BUDGET_2C",
      "label": "Remaining 2\u00b0C carbon budget",
      "value": 1150.0,
      "unit": "GtCO2",
      "probability_threshold": "67%",
      "source": "IPCC AR6 WG1 Table SPM.2",
      "source_year": 2021,
      "uncertainty": "\u00b1300 GtCO2 (likely range per AR6)",
      "last_reviewed": "2026-05"
    },
    {
      "id": "COMMITTED_INFRA",
      "label": "Committed emissions from existing infrastructure",
      "value": 680.0,
      "unit": "GtCO2",
      "source_primary": "Tong et al. 2019 (Nature 572, 373\u2013377)",
      "source_primary_estimate": "658 GtCO2 from 2018 asset base",
      "source_cross_ref": [
        "IEA World Energy Outlook 2022",
        "Carbon Brief committed emissions analysis 2022",
        "Global Registry of Fossil Fuels 2022"
      ],
      "scope": "Operating infrastructure only; excludes planned/permitted assets",
      "uncertainty": "\u00b150\u2013100 GtCO2 depending on asset-life assumptions",
      "last_reviewed": "2026-05",
      "notes": "CE ~680 Gt reflects ~2025 asset base; consistent with Tong (2019) range after accounting for new capacity added 2018\u20132025."
    },
    {
      "id": "DEDUP_FACTOR",
      "label": "Technology cross-overlap de-duplication factor (\u03b4)",
      "value": 0.22,
      "unit": "fraction",
      "interpretation": "22% cross-technology abatement overlap assumed (raised from 15% in v3.4.0 to account for livestock/land-use/food-system bilateral overlaps)",
      "source": "IPCC AR6 WG3 sector decomposition; Luderer et al. 2018; Rogelj et al. 2015; CE v3.4.0 recalibration",
      "uncertainty": "\u00b15 ppt (sensitivity range 12\u201332%)",
      "last_reviewed": "2026-05",
      "notes": "Raised from 0.15 to 0.22 in v3.4.0. Applied as (1-\u03b4) multiplier to stacked portfolio total before comparing against gap."
    },
    {
      "id": "CCS_INJECTION_CEILING",
      "label": "Practical annual CO2 geological injection ceiling by 2050",
      "value": 9.0,
      "unit": "GtCO2/yr",
      "ipcc_scenario_range": "4\u201315 GtCO2/yr (IPCC AR6 WG3 Chapter 12 C1 pathway spread)",
      "source": "IPCC AR6 WG3 Chapter 12",
      "source_year": 2022,
      "important_note": "Physical total geological storage volume is vast (8,000\u201355,000 GtCO2; not a constraint). The binding limit is annual injection infrastructure, verified site development, and monitoring capacity.",
      "last_reviewed": "2026-05"
    },
    {
      "id": "BECCS_BIOMASS_FLOOR",
      "label": "BECCS sustainable biomass \u2014 conservative no-regrets floor",
      "value": 4.5,
      "unit": "EJ/yr",
      "interpretation": "Zero food/land-conflict estimate only",
      "ipcc_full_range": "50\u2013250 EJ/yr total sustainable bioenergy (IPCC AR6 WG3 Ch.7; wide, heavily sustainability-constrained)",
      "source": "IPCC AR6 WG3 Chapter 7",
      "source_year": 2022,
      "last_reviewed": "2026-05",
      "notes": "CE uses floor figure to flag constraint risk; actual BECCS deployment assumes 5 Gt/yr (base) which requires ~30\u201335 EJ/yr biomass \u2014 flagged as an aspirational ceiling, not a no-regrets estimate."
    },
    {
      "id": "SECTOR_WEIGHTS",
      "label": "Sector abatement share weights",
      "value": {
        "energy": 0.38,
        "industry": 0.24,
        "transport": 0.16,
        "buildings": 0.09,
        "agriculture": 0.08,
        "land_use": 0.05
      },
      "unit": "fraction",
      "source": "IPCC AR6 WG3 Chapter 6",
      "source_year": 2022,
      "uncertainty": "\u00b15 ppt per sector",
      "last_reviewed": "2026-05",
      "notes": "'energy' = electricity generation + heat production (not disaggregated further). CDR is embedded within sector totals per IPCC AR6 WG3 C1\u2013C3 pathway accounting, not reported as a stand-alone sector here. 'agriculture' = non-LULUCF agriculture; 'land_use' = LULUCF (forestry, soil carbon). These six weights sum to 1.0 and are the constants used in the model's sector decomposition: G_t^j = w_j \u00d7 G_t."
    },
    {
      "id": "MC_CORR_ELEC",
      "label": "Monte Carlo technology co-variance \u2014 electricity group (\u03c1_elec)",
      "value": 0.21,
      "unit": "correlation coefficient",
      "group": [
        "solar_pv",
        "onshore_wind",
        "offshore_wind",
        "perovskite",
        "enhanced_geothermal"
      ],
      "source": "CE calibration; IPCC AR6 scenario spread for electricity technologies",
      "last_reviewed": "2026-05"
    },
    {
      "id": "MC_CORR_CDR",
      "label": "Monte Carlo technology co-variance \u2014 CDR group (\u03c1_CDR)",
      "value": 0.25,
      "unit": "correlation coefficient",
      "group": [
        "dac",
        "beccs",
        "enhanced_weathering",
        "ocean_iron_fertilisation"
      ],
      "source": "CE calibration; IPCC AR6 CDR scenario spread",
      "last_reviewed": "2026-05"
    }
  ],
  "scenario_probabilities": {
    "optimistic": 0.25,
    "base": 0.5,
    "pessimistic": 0.25,
    "framing": "User-adjustable decision weights per NGFS Phase 5 (2024) guidance; not calibrated probability estimates",
    "source": "NGFS Phase 5 scenario framework 2024"
  },
  "reproducibility": {
    "computation": "Client-side JavaScript; all parameters visible in page source",
    "methodology_endpoint": "/models/ce-solution-scale/methodology.txt",
    "csv_export": "Available via Download CSV button on model page",
    "version_history": "Available via Version History panel on model page"
  }
}