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  "Title": "Name-Blind Variable-Role Detection by Data Signature",
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  "Authors@R": "c(\nperson(\"Can\", \"Boynukara\", role = c(\"aut\", \"cre\", \"cph\"),\nemail = \"canboynukara1@gmail.com\",\ncomment = c(ORCID = \"0000-0002-6075-3923\")),\nperson(c(\"M.\", \"Yasir\"), \"Ceyhan\", role = \"ctb\",\ncomment = c(ORCID = \"0009-0008-0985-9838\")))",
  "Description": "Deterministic, name-blind detection of variable roles\n(group, outcome, survival time and event, paired and agreement\nmeasurements, repeated measures, scale items, subject\nidentifier, covariate) in tabular data. Roles are assigned from\neach column's information-theoretic signature -- Shannon\nentropy, normalized mutual information, and distributional\nshape -- rather than from column names, so renaming columns to\n'col_1', 'col_2', ... does not change the result (\"Data\ninspice, non nomen\"). An optional, capped name-based hint and\nautomatic header-row detection are also provided. No large\nlanguage models and no external data transmission. Extracted\nfrom the 'MDStatR' biostatistics engine; see Boynukara (2026)\n<doi:10.5281/zenodo.20707791>.",
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  "Author": "Can Boynukara [aut, cre, cph] (ORCID:\n<https://orcid.org/0000-0002-6075-3923>), M. Yasir Ceyhan [ctb]\n(ORCID: <https://orcid.org/0009-0008-0985-9838>)",
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      "title": "Normalized mutual information",
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      "title": "Detect variable roles by data signature, not by name",
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        "summary.role_detection"
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      "title": "Name-blind variable-role detection with rolescry",
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      "headings": [
        "The problem: names lie, data does not",
        "A worked example",
        "How a role is scored",
        "Shannon entropy",
        "Normalized mutual information",
        "The optional, capped name bonus",
        "Header-aware loading",
        "Attribution"
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      "created": "2026-06-22 18:33:02",
      "modified": "2026-06-22 18:33:02",
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