{
  "format_version": "1",
  "case": "pakistan-labor",
  "title": "Labor mobility in Pakistan",
  "question": "How does GCAM parameterize movement of labor between sectors in Pakistan?",
  "mode": "recorded",
  "simulation": false,
  "registry_revision": "2026-11-09",
  "generated_at": null,
  "replay_clock": "2026-11-09T00:00:00Z",
  "timestamp_note": "Envelope retrieval timestamps use a fixed replay clock, not publisher retrieval times. Actual fixture capture times appear in the manifest; null means unrecorded.",
  "fixtures": [
    {
      "file": "gcam-economy.json",
      "sha256": "e51120caad276d93a52d9dbf50ea2faa5c298c9ac88f17c3e5f1869be685bb78",
      "captured_at": "2026-11-10T04:46:58.414403+00:00"
    }
  ],
  "answer": "Pakistan's labor supply row sets the sector mobility exponent to 2.",
  "limitations": [
    "An exponent controls the model's wage response. It does not count workers who changed jobs."
  ],
  "steps": [
    {
      "tool": "economy.country_regions",
      "args": {
        "filters": {
          "iso": "pak"
        },
        "rows": 2
      },
      "envelope": {
        "data": {
          "table": "country_regions",
          "columns": [
            "iso",
            "country_name",
            "region_GCAM3",
            "GCAM_region_ID"
          ],
          "records": [
            {
              "row_number": 169,
              "values": {
                "iso": "pak",
                "country_name": "Pakistan",
                "region_GCAM3": "Southeast Asia",
                "GCAM_region_ID": "22"
              },
              "evidence_ref": "evidence_01"
            }
          ],
          "file_url": "https://raw.githubusercontent.com/JGCRI/gcam-core/11e128fb7ce3e14e9c4daf3903ba73123046a7aa/input/gcamdata/inst/extdata/common/iso_GCAM_regID.csv",
          "source_notes": [
            "File: iso_GCAM_regID.csv",
            "Title: ISO to GCAM region mapping",
            "Units: NA",
            "Description: Maps iso codes to GCAM regions (including composites as necessary)",
            "Column types: ccci",
            "----------"
          ],
          "filters": {
            "iso": "pak"
          },
          "offset": 0,
          "record_count": 1,
          "total_matches": 1,
          "table_rows": 248,
          "release": "GCAM v9.1"
        },
        "provenance": [
          {
            "id": "source_01",
            "source_id": "gcam-economy",
            "steward": "Pacific Northwest National Laboratory",
            "system": "GCAM: Regional economics",
            "dataset": "iso_GCAM_regID.csv",
            "dataset_version": "GCAM v9.1",
            "authority_level": "primary",
            "access_path": "live",
            "source_updated_at": null,
            "retrieved_at": "2026-11-09T00:00:00Z",
            "cache_age_seconds": 0,
            "citation": {
              "doi": null,
              "recommended": "Joint Global Change Research Institute, Pacific Northwest National Laboratory. GCAM v9.1, gcamdata. Cite the specific input file and retain its source notes.",
              "required": true
            }
          }
        ],
        "evidence": [
          {
            "id": "evidence_01",
            "source_ref": "source_01",
            "record_id": "data row 169",
            "locator": "https://raw.githubusercontent.com/JGCRI/gcam-core/11e128fb7ce3e14e9c4daf3903ba73123046a7aa/input/gcamdata/inst/extdata/common/iso_GCAM_regID.csv",
            "retrieved_at": "2026-11-09T00:00:00Z",
            "effective_at": null,
            "transformations": [
              "parse_csv",
              "empty_cell_to_null"
            ],
            "payload_hash": null,
            "raw_recovery": "available"
          }
        ],
        "coverage": {
          "registry": "covered",
          "execution": "complete",
          "pagination": "complete",
          "source_claim": "complete",
          "result": "hit",
          "sources_searched": [
            "gcam-economy"
          ],
          "known_limitations": [
            "Rows are model inputs, not scenario outputs or measurements of current conditions.",
            "GCAM3 region labels and numeric GCAM region IDs use different groupings."
          ]
        },
        "warnings": [
          {
            "code": "citation_required",
            "message": "This publisher requires citation as a condition of use. Cite: Joint Global Change Research Institute, Pacific Northwest National Laboratory. GCAM v9.1, gcamdata. Cite the specific input file and retain its source notes.",
            "source_id": "gcam-economy"
          }
        ],
        "_execution": {
          "server": "doe-mcp",
          "server_version": "0.1.0.dev0",
          "tool": "economy.country_regions",
          "tool_contract_version": "1",
          "envelope_version": "1",
          "adapters": {
            "osti_family": "1",
            "opendatasoft": "1",
            "json_document": "1",
            "curated": "1",
            "eia_v2": "1",
            "fueleconomy": "1",
            "text_feed": "1",
            "postgrest": "1",
            "federal_register": "1",
            "vips": "1",
            "daymet": "1",
            "essdive": "1",
            "esgf": "1",
            "sage": "1",
            "optimade": "1",
            "basis_sets": "1",
            "facility_status": "1",
            "gcam_csv": "1",
            "nmdc": "1",
            "none": "1",
            "self_registry": "1"
          },
          "registry_revision": "2026-11-09",
          "request_id": "recorded-workflow"
        }
      }
    },
    {
      "tool": "economy.labor_sectors",
      "args": {
        "filters": {
          "GCAM_region_ID": "22"
        },
        "rows": 2
      },
      "envelope": {
        "data": {
          "table": "labor_sectors",
          "columns": [
            "GCAM_region_ID",
            "region",
            "supplysector",
            "output.unit",
            "input.unit",
            "region_AgProdGrowth",
            "logit.exponent",
            "price.unit",
            "logit.year.fillout",
            "logit.type"
          ],
          "records": [
            {
              "row_number": 22,
              "values": {
                "GCAM_region_ID": "22",
                "region": "Pakistan",
                "supplysector": "Labor_Total",
                "output.unit": "mil pers",
                "input.unit": "mil pers",
                "region_AgProdGrowth": "High",
                "logit.exponent": "2",
                "price.unit": "1990$/pers",
                "logit.year.fillout": "1975",
                "logit.type": null
              },
              "evidence_ref": "evidence_01"
            }
          ],
          "file_url": "https://raw.githubusercontent.com/JGCRI/gcam-core/11e128fb7ce3e14e9c4daf3903ba73123046a7aa/input/gcamdata/inst/extdata/socioeconomics/A_labor_supply_sector.csv",
          "source_notes": [
            "File: A_labor_supply_sector.csv",
            "Title: logit exponent in labor supply",
            "Units: NA",
            "Comments: regional assumpations for labor productivity growth and mobility",
            "region_AgProdGrowth defines ag labor productivity scaling relative to land productivity:",
            "Low = 2X (mature economies), Med = 3X (transitional), High = 4X (structural transformation)",
            "logit_exponent controls labor mobility across sectors; higher values increase wage responsiveness.",
            "High-growth regions (e.g., India, Pakistan, parts of Africa) use higher responsiveness (1.25)",
            "Applied consistently across SSPs under CMP-411",
            "Source: NA",
            "Column types: icccccncic",
            "----------"
          ],
          "filters": {
            "GCAM_region_ID": "22"
          },
          "offset": 0,
          "record_count": 1,
          "total_matches": 1,
          "table_rows": 32,
          "release": "GCAM v9.1"
        },
        "provenance": [
          {
            "id": "source_01",
            "source_id": "gcam-economy",
            "steward": "Pacific Northwest National Laboratory",
            "system": "GCAM: Regional economics",
            "dataset": "A_labor_supply_sector.csv",
            "dataset_version": "GCAM v9.1",
            "authority_level": "primary",
            "access_path": "live",
            "source_updated_at": null,
            "retrieved_at": "2026-11-09T00:00:00Z",
            "cache_age_seconds": 0,
            "citation": {
              "doi": null,
              "recommended": "Joint Global Change Research Institute, Pacific Northwest National Laboratory. GCAM v9.1, gcamdata. Cite the specific input file and retain its source notes.",
              "required": true
            }
          }
        ],
        "evidence": [
          {
            "id": "evidence_01",
            "source_ref": "source_01",
            "record_id": "data row 22",
            "locator": "https://raw.githubusercontent.com/JGCRI/gcam-core/11e128fb7ce3e14e9c4daf3903ba73123046a7aa/input/gcamdata/inst/extdata/socioeconomics/A_labor_supply_sector.csv",
            "retrieved_at": "2026-11-09T00:00:00Z",
            "effective_at": null,
            "transformations": [
              "parse_csv",
              "empty_cell_to_null"
            ],
            "payload_hash": null,
            "raw_recovery": "available"
          }
        ],
        "coverage": {
          "registry": "covered",
          "execution": "complete",
          "pagination": "complete",
          "source_claim": "complete",
          "result": "hit",
          "sources_searched": [
            "gcam-economy"
          ],
          "known_limitations": [
            "Rows are model inputs, not scenario outputs or measurements of current conditions.",
            "GCAM3 region labels and numeric GCAM region IDs use different groupings."
          ]
        },
        "warnings": [
          {
            "code": "citation_required",
            "message": "This publisher requires citation as a condition of use. Cite: Joint Global Change Research Institute, Pacific Northwest National Laboratory. GCAM v9.1, gcamdata. Cite the specific input file and retain its source notes.",
            "source_id": "gcam-economy"
          }
        ],
        "_execution": {
          "server": "doe-mcp",
          "server_version": "0.1.0.dev0",
          "tool": "economy.labor_sectors",
          "tool_contract_version": "1",
          "envelope_version": "1",
          "adapters": {
            "osti_family": "1",
            "opendatasoft": "1",
            "json_document": "1",
            "curated": "1",
            "eia_v2": "1",
            "fueleconomy": "1",
            "text_feed": "1",
            "postgrest": "1",
            "federal_register": "1",
            "vips": "1",
            "daymet": "1",
            "essdive": "1",
            "esgf": "1",
            "sage": "1",
            "optimade": "1",
            "basis_sets": "1",
            "facility_status": "1",
            "gcam_csv": "1",
            "nmdc": "1",
            "none": "1",
            "self_registry": "1"
          },
          "registry_revision": "2026-11-09",
          "request_id": "recorded-workflow"
        }
      }
    }
  ]
}