{ "_id": "6adb410609e55c8400208ae2", "Package": "causaldef", "Type": "Package", "Title": "Decision-Theoretic Causal Diagnostics via Experiment Deficiency", "Version": "0.2.1", "Authors@R": "person(given = \"Deniz\",\nfamily = \"Akdemir\",\nrole = c(\"aut\", \"cre\"),\nemail = \"deniz.akdemir.work@gmail.com\")", "Author": "Deniz Akdemir [aut, cre]", "Maintainer": "Deniz Akdemir ", "Description": "Implements a deficiency-theoretic framework for causal\ninference, grounded in the classical theory of statistical\nexperiment comparison, as described in Akdemir (2026)\n. Provides theorem-backed bounds\ntogether with computable proxy diagnostics for information loss\nfrom confounding, selection bias, and distributional shift.\nSupports continuous, binary, count, survival, and competing\nrisks outcomes. Key features include propensity-score\ntotal-variation deficiency proxies, negative control\ndiagnostics, policy regret bounds, and sensitivity analysis via\nconfounding frontiers.", "License": "MIT + file LICENSE", "URL": "https://github.com/denizakdemir/causaldef", "BugReports": "https://github.com/denizakdemir/causaldef/issues", "Encoding": "UTF-8", "LazyData": "true", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.3.3", "Config/testthat/edition": "2", "Config/Needs/website": "pkgdown", "VignetteBuilder": "knitr", "Language": "en-US", "Repository": "https://denizakdemir.r-universe.dev", "Date/Publication": "2026-08-23 14:28:59 UTC", "RemoteUrl": "https://github.com/denizakdemir/causaldef", "RemoteRef": "HEAD", "RemoteSha": "a6bb916d18dfd256d1ae285c6dc4216de85f9bae", "NeedsCompilation": "no", "Packaged": { "Date": "2026-10-23 11:05:09 UTC", "User": "root" }, "_user": "denizakdemir", "_type": "src", "_file": "causaldef_0.2.1.tar.gz", "_fileid": "https://r2.ropensci.org/ea6ff9aca888bd1b1f3161a11a16cc0bcab2c13cf1c31efd38a560eeeff47f13", "_filesize": 1988844, "_sha256": "ea6ff9aca888bd1b1f3161a11a16cc0bcab2c13cf1c31efd38a560eeeff47f13", "_expires": "2027-01-31T11:12:04.000Z", "_created": "2026-10-23T11:05:09.000Z", "_published": "2026-10-23T11:12:06.734Z", "_upstream": "https://github.com/denizakdemir/causaldef", "_status": "success", "_maintainer": { "name": "Deniz Akdemir", "email": "deniz.akdemir.work@gmail.com", "login": "denizakdemir", "description": "", "uuid": 20173946 }, "_jobs": [ { "job": 120380870347, "time": 197, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "12497391997" }, { "job": 120380870289, "time": 174, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "12497292626" }, { "job": 120380870459, "time": 331, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "12497501870" }, { "job": 120380870617, "time": 278, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "12497392123" }, { "job": 120378707691, "time": 329, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "12497182378" }, { "job": 120380870331, "time": 135, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "12496938376" }, { "job": 120380870425, "time": 298, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "12497447209" }, { "job": 120380870460, "time": 271, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "12497212986" }, { "job": 120380870326, "time": 373, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "12496688669" } ], "_buildurl": "https://github.com/r-universe/denizakdemir/actions/runs/39942950724", "_commit": { "id": "a6bb916d18dfd256d1ae285c6dc4216de85f9bae", "author": "Deniz Akdemir ", "committer": "Deniz Akdemir ", "message": "Align vignettes with the corrected theory: proxy caveats and the frontier as a bound\n\nThree vignettes called estimate_deficiency() and presented the result\nwithout the proxy caveat that README.Rmd, introduction.Rmd and the others\nalready carry, so the package hedged inconsistently depending on which\ndocument a reader opened.\n\nsensitivity_analysis.Rmd: states that estimate_deficiency() returns a\npropensity-score TV proxy rather than an identified exact deficiency, and\nthat the comparison with E-values is a comparison of diagnostics. Also\nrewrote the confounding-frontier description: it maps a deficiency LOWER\nBOUND over assumed (alpha, gamma), so a small value does not license the\nconclusion that confounding is mild, and the bound is not a constant\nmultiple of |alpha*gamma| over a noise scale because no such universal\nconstant exists. That vignette is where a reader is most likely to look\nfor the disproved 2026-08-09 claim.\n\npolicy_and_transport.Rmd and policy_learning.Rmd: added the same caveat\nbefore their first estimate_deficiency() chunk, noting that bounds stated\nin terms of delta are only as good as the proxy standing in for it.\n\nEvery vignette that calls estimate_deficiency() now carries proxy\nlanguage; data_auditing.Rmd makes no such call and needs none. All 12\nRmd files verified to parse via knitr::purl.\n\nNote for the CRAN round: 0.2.1 has already been submitted, so this does\nnot affect the submitted tarball. 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