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  "Title": "The Q-Matrix Validation Methods Framework",
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  "Date": "2025-11-20",
  "Author": "Haijiang Qin [aut, cre, cph] (ORCID:\n<https://orcid.org/0009-0000-6721-5653>), Lei Guo [aut, cph]\n(ORCID: <https://orcid.org/0000-0002-8273-3587>)",
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  "Maintainer": "Haijiang Qin <haijiang133@outlook.com>",
  "Description": "Provide a variety of Q-matrix validation methods for the\ngeneralized cognitive diagnosis models, including the method\nbased on the generalized deterministic input, noisy, and gate\nmodel (G-DINA) by de la Torre (2011)\n<DOI:10.1007/s11336-011-9207-7> discrimination index (the GDI\nmethod) by de la Torre and Chiu (2016)\n<DOI:10.1007/s11336-015-9467-8>, the Hull method by Najera et\nal. (2021) <DOI:10.1111/bmsp.12228>, the stepwise Wald test\nmethod (the Wald method) by Ma and de la Torre (2020)\n<DOI:10.1111/bmsp.12156>, the multiple logistic\nregression‑based Q‑matrix validation method (the MLR-B method)\nby Tu et al. (2022) <DOI:10.3758/s13428-022-01880-x>, the beta\nmethod based on signal detection theory by Li and Chen (2024)\n<DOI:10.1111/bmsp.12371> and Q-matrix validation based on\nrelative fit index by Chen et al. (2013)\n<DOI:10.1111/j.1745-3984.2012.00185.x>. Different research\nmethods and iterative procedures during Q-matrix validating are\navailable <DOI:10.3758/s13428-024-02547-5>.",
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      "title": "Iterative Attribute Hierarchy Exploration Methods for Cognitive Diagnosis Models",
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