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  "Title": "Name-Blind Variable-Role Detection by Data Signature",
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  "Authors@R": "person(\"Can\", \"Boynukara\", role = c(\"aut\", \"cre\", \"cph\"),\nemail = \"canboynukara1@gmail.com\",\ncomment = c(ORCID = \"0000-0002-6075-3923\"))",
  "Description": "Deterministic, name-blind detection of variable roles\n(group, outcome, survival or duration time and event, coupled\nbinary-continuous pairs, calendar time index, paired and\nagreement measurements, repeated measures and panels, scale and\nrating items, subject or entity identifier, covariate) in\ntabular data from any domain -- clinical, financial, social,\nexperimental. Roles are assigned from each column's\ninformation-theoretic signature -- Shannon entropy, normalized\nmutual information, and distributional shape -- rather than\nfrom column names, so renaming columns to 'col_1', 'col_2', ...\ndoes not change the result (\"Data inspice, non nomen\"). An\noptional, capped name-based hint and automatic header-row\ndetection are also provided. No large language models and no\nexternal data transmission. Extracted from the 'MDStatR'\nbiostatistics engine; see Boynukara (2026)\n<doi:10.5281/zenodo.20707791>.",
  "License": "Apache License (== 2.0)",
  "Encoding": "UTF-8",
  "RoxygenNote": "7.3.3",
  "Config/testthat/edition": "3",
  "VignetteBuilder": "knitr",
  "URL": "https://github.com/canboynukara/rolescry",
  "BugReports": "https://github.com/canboynukara/rolescry/issues",
  "Language": "en-US",
  "NeedsCompilation": "no",
  "Repository": "https://canboynukara.r-universe.dev",
  "Date/Publication": "2026-10-21 12:52:16 UTC",
  "RemoteUrl": "https://github.com/canboynukara/rolescry",
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    "User": "root"
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  "Author": "Can Boynukara [aut, cre, cph] (ORCID:\n<https://orcid.org/0000-0002-6075-3923>)",
  "Maintainer": "Can Boynukara <canboynukara1@gmail.com>",
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  "_created": "2026-10-21T18:44:33.000Z",
  "_published": "2026-10-21T18:47:48.666Z",
  "_upstream": "https://github.com/canboynukara/rolescry",
  "_status": "success",
  "_maintainer": {
    "name": "Can Boynukara",
    "email": "canboynukara1@gmail.com",
    "login": "canboynukara",
    "description": "",
    "uuid": 260992208,
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    "committer": "Can Boynukara <canboynukara1@gmail.com>",
    "message": "docs: cran-comments with builder results\n",
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      "date": "2026-06-17"
    },
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      "date": "2026-06-28"
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  "_contributors": [
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      "count": 18,
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      "date": "2026-06-22"
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    "compute_nmi",
    "detect_header",
    "detect_roles",
    "harmonize_roles",
    "read_data",
    "rolescry_default_name_bonus",
    "verify_roles"
  ],
  "_help": [
    {
      "page": "compute_nmi",
      "title": "Normalized mutual information",
      "topics": [
        "compute_nmi"
      ]
    },
    {
      "page": "detect_header",
      "title": "Detect the header row of a raw, unparsed table",
      "topics": [
        "detect_header"
      ]
    },
    {
      "page": "detect_roles",
      "title": "Detect variable roles by data signature, not by name",
      "topics": [
        "detect_roles",
        "print.role_detection",
        "summary.role_detection"
      ]
    },
    {
      "page": "harmonize_roles",
      "title": "Align detected variable roles across sites",
      "topics": [
        "harmonize_roles",
        "print.role_harmonization",
        "summary.role_harmonization"
      ]
    },
    {
      "page": "read_data",
      "title": "Read a data file with automatic header detection",
      "topics": [
        "read_data"
      ]
    },
    {
      "page": "rolescry_default_name_bonus",
      "title": "Default name-bonus keyword dictionary",
      "topics": [
        "rolescry_default_name_bonus"
      ]
    },
    {
      "page": "verify_roles",
      "title": "Verify a declared analysis plan against the data signature",
      "topics": [
        "print.role_verification",
        "summary.role_verification",
        "verify_roles"
      ]
    }
  ],
  "_readme": "https://github.com/canboynukara/rolescry/raw/HEAD/README.md",
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      "filename": "rolescry.html",
      "title": "Name-blind variable-role detection with rolescry",
      "engine": "knitr::rmarkdown",
      "headings": [
        "The problem: names lie, data does not",
        "A worked example",
        "How a role is scored",
        "Shannon entropy",
        "Normalized mutual information",
        "Honesty under ambiguity (0.3.0)",
        "Beyond one domain",
        "The optional, capped name bonus",
        "Verifying a declared analysis plan",
        "Aligning roles across sites",
        "Header-aware loading",
        "Attribution"
      ],
      "created": "2026-06-17 19:06:01",
      "modified": "2026-10-21 12:16:14",
      "commits": 5
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