{ "_id": "6a1d41aa1d7bb097a0a40d10", "Package": "confoundvis", "Type": "Package", "Title": "Visualization Tools for Sensitivity Analysis of Unmeasured\nConfounding", "Version": "0.1.0", "Authors@R": "person(\ngiven = \"Subir\",\nfamily = \"Hait\",\nrole = c(\"aut\", \"cre\"),\nemail = \"haitsubi@msu.edu\",\ncomment = c(ORCID = \"0009-0004-9871-9677\")\n)", "Description": "Provides visualization tools for sensitivity analysis to\nunmeasured confounding in observational studies. Includes\ncontour-based sensitivity plots, robustness curves, and\nbenchmark-oriented graphics that help researchers assess how\nstrong omitted confounding would need to be to attenuate,\ninvalidate, or reverse estimated effects. Supports\nregression-based sensitivity analysis frameworks, including\nimpact threshold approaches (Frank, 2000,\n), partial R-squared methods\n(Cinelli and Hazlett, 2020, ), and\nE-value style metrics (VanderWeele and Ding, 2017,\n). Emphasizes clear, interpretable, and\npublication-ready graphical summaries for transparent reporting\nof causal sensitivity analyses across the social, behavioral,\nhealth, and educational sciences.", "License": "GPL-3", "Encoding": "UTF-8", "Language": "en-US", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.3.3", "Config/testthat/edition": "3", "VignetteBuilder": "knitr", "URL": "https://github.com/causalfragility-lab/confoundvis", "BugReports": "https://github.com/causalfragility-lab/confoundvis/issues", "Repository": "https://causalfragility-lab.r-universe.dev", "Date/Publication": "2026-03-30 16:52:37 UTC", "RemoteUrl": "https://github.com/causalfragility-lab/confoundvis", "RemoteRef": "HEAD", "RemoteSha": "bd9347316b24d0b801d229474918f7a2e471758f", "NeedsCompilation": "no", "Packaged": { "Date": "2026-06-01 08:21:26 UTC", "User": "root" }, "Author": "Subir Hait [aut, cre] (ORCID: )", "Maintainer": "Subir Hait ", "MD5sum": "10f75d4705982a0a74e22a0016a9c96f", "_user": "causalfragility-lab", "_type": "src", "_file": "confoundvis_0.1.0.tar.gz", "_fileid": "f0f0b074ac3fe391a4e4dd73abad017bb3f48271f0f2cea185f7bafb0d408047", "_filesize": 573744, "_sha256": "f0f0b074ac3fe391a4e4dd73abad017bb3f48271f0f2cea185f7bafb0d408047", "_created": "2026-06-01T08:21:26.000Z", "_published": "2026-06-01T08:24:10.192Z", "_distro": "noble", "_jobs": [ { "job": 78813201289, "time": 128, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7326674568" }, { "job": 78813201281, "time": 124, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7326673074" }, { "job": 78813201288, "time": 108, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7326667693" }, { "job": 78813201300, "time": 98, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7326664714" }, { "job": 78812663967, "time": 214, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7326632949" }, { "job": 78813201316, "time": 102, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7326665825" }, { "job": 78813201352, "time": 90, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "7326662562" }, { "job": 78813201301, "time": 90, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "7326661906" }, { "job": 78813201293, "time": 116, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "7326670696" } ], "_buildurl": "https://github.com/r-universe/causalfragility-lab/actions/runs/26743368581", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/causalfragility-lab/confoundvis", "_commit": { "id": "bd9347316b24d0b801d229474918f7a2e471758f", "author": "causalfragility-lab <264290991+causalfragility-lab@users.noreply.github.com>", "committer": "GitHub ", "message": "Update README.md", "time": 1774889557 }, "_maintainer": { "name": "Subir Hait", "email": "haitsubi@msu.edu", "login": "causalfragility-lab", "description": "", "uuid": 264290991 }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 4.1.0", "role": "Depends" }, { "package": "ggplot2", "version": ">= 3.4.0", "role": "Imports" }, { "package": "rlang", "role": "Imports" }, { "package": "graphics", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "gridExtra", "role": "Suggests" } ], "_owner": "causalfragility-lab", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2026-13", "n": 12 }, { "week": "2026-14", "n": 5 } ], "_tags": [ { "name": "v0.1.0", "date": "2026-03-23" } ], "_stars": 0, "_contributors": [ { "user": "causalfragility-lab", "count": 17, "uuid": 264290991 } ], "_userbio": { "uuid": 264290991, "type": "user", "name": "causalfragility-lab" }, "_downloads": { "count": 442, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/confoundvis" }, "_devurl": "https://github.com/causalfragility-lab/confoundvis", "_searchresults": 0, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/confoundvis.html", "extra/contents.json", "extra/NEWS.html", "extra/NEWS.txt", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_homeurl": "https://github.com/causalfragility-lab/confoundvis", "_realowner": "causalfragility-lab", "_cranurl": true, "_releases": [ { "version": "0.1.0", "date": "2026-03-30" } ], "_exports": [ "as_confoundsens", "fit_local_quadratic", "new_confoundsens", "plot_cone_comparison", "plot_figure2_taylor_panels", "plot_local_taylor", "plot_reversal_cone", "plot_robustness_curve", "plot_sensitivity_contour", "plot_sensitivity_love", "simulate_taylor_demo" ], "_help": [ { "page": "as_confoundsens", "title": "Convert a data frame to a confoundsens object", "topics": [ "as_confoundsens" ] }, { "page": "as.data.frame.confoundsens", "title": "Coerce a confoundsens object to a data frame", "topics": [ "as.data.frame.confoundsens" ] }, { "page": "fit_local_quadratic", "title": "Fit a local quadratic approximation", "topics": [ "fit_local_quadratic" ] }, { "page": "new_confoundsens", "title": "Create a confoundsens object", "topics": [ "new_confoundsens" ] }, { "page": "plot_cone_comparison", "title": "Compare reversal cones across multilevel components", "topics": [ "plot_cone_comparison" ] }, { "page": "plot_figure2_taylor_panels", "title": "Three-panel Taylor approximation figure", "topics": [ "plot_figure2_taylor_panels" ] }, { "page": "plot_local_taylor", "title": "Local Taylor diagnostic plot", "topics": [ "plot_local_taylor" ] }, { "page": "plot_reversal_cone", "title": "Reversal cone geometry plot", "topics": [ "plot_reversal_cone" ] }, { "page": "plot_robustness_curve", "title": "Plot a robustness curve", "topics": [ "plot_robustness_curve" ] }, { "page": "plot_sensitivity_contour", "title": "Sensitivity contour plot", "topics": [ "plot_sensitivity_contour" ] }, { "page": "plot_sensitivity_love", "title": "Sensitivity Love plot", "topics": [ "plot_sensitivity_love" ] }, { "page": "print.confoundsens", "title": "Print method for confoundsens objects", "topics": [ "print.confoundsens" ] }, { "page": "simulate_taylor_demo", "title": "Simulate demo confounding paths for Taylor panel figures", "topics": [ "simulate_taylor_demo" ] }, { "page": "summary.confoundsens", "title": "Summary method for confoundsens objects", "topics": [ "summary.confoundsens" ] } ], "_readme": "https://github.com/causalfragility-lab/confoundvis/raw/HEAD/README.md", "_rundeps": [ "cli", "cpp11", "farver", "ggplot2", "glue", "gtable", "isoband", "labeling", "lifecycle", "R6", "RColorBrewer", "rlang", "S7", "scales", "vctrs", "viridisLite", "withr" ], "_vignettes": [ { "source": "confoundvis-intro.Rmd", "filename": "confoundvis-intro.html", "title": "Introduction to confoundvis", "author": "Subir Hait", "engine": "knitr::rmarkdown", "headings": [ "Overview", "The confoundsens object", "Robustness curve", "Sensitivity contour plot", "Sensitivity Love plot", "Local Taylor diagnostic", "Fitting a local quadratic", "Simulating curvature regimes", "References" ], "created": "2026-03-23 19:23:31", "modified": "2026-03-23 19:23:31", "commits": 1 } ], "_score": 4, "_indexed": true, "_nocasepkg": "confoundvis", "_universes": [ "causalfragility-lab" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.1.0", "date": "2026-06-01T08:23:31.000Z", "distro": "noble", "commit": "bd9347316b24d0b801d229474918f7a2e471758f", "fileid": "2b46770c81094156615b52080636bb6d02532de97b1bb6f9588c33ddbcd833b9", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/causalfragility-lab/actions/runs/26743368581" }, { "r": "4.6.0", "os": "linux", "version": "0.1.0", "date": "2026-06-01T08:23:28.000Z", "distro": "noble", "commit": "bd9347316b24d0b801d229474918f7a2e471758f", "fileid": "41a79e94a062dd2dc75bdd25b4d02bb56581868534287f1030fee57f30e7a34d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/causalfragility-lab/actions/runs/26743368581" }, { "r": "4.5.3", "os": "mac", "version": "0.1.0", "date": "2026-06-01T08:23:13.000Z", "commit": "bd9347316b24d0b801d229474918f7a2e471758f", "fileid": "5cbf32cca220f7cc4bb7a8f4b4fc7457e836837e6f2b8e370f6659b036538eff", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/causalfragility-lab/actions/runs/26743368581" }, { "r": "4.6.0", "os": "mac", "version": "0.1.0", "date": "2026-06-01T08:23:05.000Z", "commit": "bd9347316b24d0b801d229474918f7a2e471758f", "fileid": "8adf27bad8480a6b8a3851c9778c7c7e6d343268cb37346c097670bd81ebe012", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/causalfragility-lab/actions/runs/26743368581" }, { "r": "4.6.0", "os": "wasm", "version": "0.1.0", "date": "2026-06-01T08:23:28.000Z", "commit": "bd9347316b24d0b801d229474918f7a2e471758f", "fileid": "df139358449f5aaf546ad780b7e20f774d5c3b10ce565762e1509c19d1ef4b75", "status": "success", "buildurl": "https://github.com/r-universe/causalfragility-lab/actions/runs/26743368581" }, { "r": "4.7.0", "os": "win", "version": "0.1.0", "date": "2026-06-01T08:22:49.000Z", "commit": "bd9347316b24d0b801d229474918f7a2e471758f", "fileid": "5dd0745565b90656e7ac03095c76d199509dbd27a49529b9078e181a311d43b7", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/causalfragility-lab/actions/runs/26743368581" }, { "r": "4.5.3", "os": "win", "version": "0.1.0", "date": "2026-06-01T08:22:38.000Z", "commit": "bd9347316b24d0b801d229474918f7a2e471758f", "fileid": "641f77ff32b3c930af3a6675b63ded6999508656aa6ebc2f0492953ecafadd34", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/causalfragility-lab/actions/runs/26743368581" }, { "r": "4.6.0", "os": "win", "version": "0.1.0", "date": "2026-06-01T08:23:13.000Z", "commit": "bd9347316b24d0b801d229474918f7a2e471758f", "fileid": "0edd39f635ffdb3459a41a2596cba852779eb3ebbdf50d6de41ad3cb25fe5386", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/causalfragility-lab/actions/runs/26743368581" } ] }