{
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  "Package": "statfidelity",
  "Type": "Package",
  "Title": "Audit Statistical Fidelity of AI-Mediated Official Statistics",
  "Version": "0.1.0",
  "Authors@R": "c(\nperson(\"Hossein\", \"Hassani\", role = \"aut\"),\nperson(\"Steve\", \"MacFeely\", role = \"aut\"),\nperson(\"Leila\", \"Marvian Mashhad\",\nemail = \"leila.marveian@gmail.com\",\nrole = c(\"aut\", \"cre\"))\n)",
  "Description": "Provides deterministic tools for auditing whether\nartificial intelligence systems preserve the numerical,\nsemantic, contextual, temporal, geographic, unit, provenance,\nrevision, transformation, and uncertainty properties of\nofficial statistics. Structured reference statistics and\nmachine-generated claims can be compared with non-compensatory\ncritical-error rules, weakest-link and geometric fidelity\nsummaries, provenance graphs, and portable SHA-256 proof\nbundles. The package also provides bounded connectors for\nofficial Eurostat, World Bank, OECD, United Nations SDG, United\nKingdom Office for National Statistics, and United States\nBureau of Labor Statistics application programming interfaces,\nplus an extensible HTTPS JSON API registry with session-only\nAPI-key support. Prompt perturbation, statistical red-team\ngeneration, minimal-pair tests, and starter benchmark data\nsupport reproducible evaluation of generative,\nretrieval-augmented, and agentic statistical systems. An\nembedded alignment layer maps claim-level controls to relevant\nactivities of the Generic Statistical Business Process Model\n(GSBPM) 5.2, including Analyse, Disseminate, Evaluate, Quality\nManagement, and Metadata Management. No specific model provider\nis required.",
  "License": "MIT + file LICENSE",
  "Encoding": "UTF-8",
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  "Author": "Hossein Hassani [aut], Steve MacFeely [aut], Leila Marvian\nMashhad [aut, cre]",
  "Maintainer": "Leila Marvian Mashhad <leila.marveian@gmail.com>",
  "Repository": "https://leilamarvian.r-universe.dev",
  "Date/Publication": "2026-09-03 12:10:08 UTC",
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  "_published": "2026-10-04T10:14:43.980Z",
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    "as_stat_reference",
    "audit_batch",
    "audit_stat_ai",
    "benchmark_from_reference",
    "bls_url",
    "certify_claim",
    "claim_graph",
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    "context_audit",
    "eurostat_url",
    "extract_stat_claims",
    "fetch_bls",
    "fetch_eurostat",
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    "fetch_stat_api",
    "fetch_unsd_sdg",
    "fetch_worldbank",
    "fidelity",
    "geo_audit",
    "gsbpm_align",
    "gsbpm_quality_report",
    "gsbpm52_map",
    "imf_api_url",
    "model_stability",
    "numeric_audit",
    "oecd_url",
    "official_stat_providers",
    "officialstat_benchmark",
    "ons_search_url",
    "perturb_prompt",
    "proof_bundle",
    "read_proof",
    "redteam_stats",
    "register_stat_api",
    "revision_audit",
    "revision_propagation_lag",
    "search_official_stats",
    "search_ons",
    "search_stat_api",
    "search_unsd_sdg",
    "search_worldbank",
    "semantic_audit",
    "set_stat_api_key",
    "source_audit",
    "stat_api_key",
    "stat_claim",
    "stat_reference",
    "statistical_minimal_pairs",
    "temporal_audit",
    "trace_claim",
    "transformation_audit",
    "uncertainty_audit",
    "unit_audit",
    "unsd_sdg_data_url",
    "unsd_sdg_series_url",
    "verify_proof",
    "weakest_link",
    "worldbank_url",
    "write_proof"
  ],
  "_help": [
    {
      "page": "statfidelity-package",
      "title": "Audit Statistical Fidelity of AI-Mediated Official Statistics",
      "topics": [
        "statfidelity-package",
        "statfidelity"
      ]
    },
    {
      "page": "as_stat_reference",
      "title": "Convert Provider Data to an Official Statistical Reference",
      "topics": [
        "as_stat_reference"
      ]
    },
    {
      "page": "audit_components",
      "title": "Component-Level Statistical Fidelity Audits",
      "topics": [
        "geo_audit",
        "numeric_audit",
        "revision_audit",
        "semantic_audit",
        "source_audit",
        "temporal_audit",
        "uncertainty_audit",
        "unit_audit"
      ]
    },
    {
      "page": "audit_stat_ai",
      "title": "Audit and Summarize Statistical Fidelity",
      "topics": [
        "audit_batch",
        "audit_stat_ai",
        "fidelity",
        "print.stat_fidelity_audit",
        "print.stat_fidelity_batch",
        "weakest_link"
      ]
    },
    {
      "page": "benchmark_tools",
      "title": "Official Statistics AI Benchmark Tools",
      "topics": [
        "benchmark_from_reference",
        "officialstat_benchmark",
        "statistical_minimal_pairs"
      ]
    },
    {
      "page": "context_audit",
      "title": "Audit Statistical Context and Revision Propagation",
      "topics": [
        "context_audit",
        "revision_propagation_lag"
      ]
    },
    {
      "page": "extract_stat_claims",
      "title": "Extract Candidate Statistical Claims from Text",
      "topics": [
        "extract_stat_claims"
      ]
    },
    {
      "page": "gsbpm_alignment",
      "title": "Align statfidelity with GSBPM 5.2",
      "topics": [
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        "gsbpm_align",
        "gsbpm_quality_report",
        "print.stat_gsbpm_report"
      ]
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      "page": "providers",
      "title": "Official-Statistics API Connectors",
      "topics": [
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        "fetch_eurostat",
        "fetch_oecd",
        "fetch_worldbank",
        "oecd_url",
        "worldbank_url"
      ]
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      "topics": [
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        "verify_proof",
        "write_proof"
      ]
    },
    {
      "page": "provenance",
      "title": "Provenance Graphs and Proof-Carrying Statistical Answers",
      "topics": [
        "certify_claim",
        "claim_graph",
        "print.stat_proof",
        "proof_bundle",
        "trace_claim"
      ]
    },
    {
      "page": "search_official_stats",
      "title": "Search multiple official-statistics catalogues",
      "topics": [
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      ]
    },
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        "fetch_bls",
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        "ons_search_url",
        "search_ons",
        "search_unsd_sdg",
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        "unsd_sdg_series_url"
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        "fetch_stat_api",
        "official_stat_providers",
        "register_stat_api",
        "search_stat_api",
        "set_stat_api_key",
        "stat_api_key"
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        "stat_claim"
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      "title": "Construct an Official-Statistics Reference Object",
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        "stat_reference"
      ]
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        "redteam_stats"
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      "title": "Audit a Derived Statistical Transformation",
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