{ "_id": "6adf105e99abf48473f4ddfc", "Package": "medrobust", "Type": "Package", "Title": "Robust Causal Mediation Analysis Under Differential\nMisclassification", "Version": "0.4.4", "Authors@R": "c(\nperson(\"Davood\", \"Tofighi\",\nemail = \"dtofighi@gmail.com\",\nrole = c(\"aut\", \"cre\", \"cph\"),\ncomment = c(ORCID = \"0000-0001-8523-7776\"))\n)", "Maintainer": "Davood Tofighi ", "Description": "Provides tools for conducting sensitivity analysis for\ncausal mediation effects when the exposure or mediator is\nmeasured with differential misclassification (e.g., recall\nbias, outcome-dependent measurement error). Unlike existing\nmeasurement error correction methods that assume\nnon-differential error or require validation data, 'medrobust'\nderives partial identification bounds that remain valid without\ngold-standard measurements. The package implements methods\ndeveloped in Tofighi (2025) for partial identification bounds\nfor Natural Direct Effects (NDE) and Natural Indirect Effects\n(NIE), data-driven falsification via testable implications,\nsensitivity analysis over user-specified ranges of\nmisclassification parameters, diagnostic tools and\npublication-quality visualizations, bootstrap inference for\nconfidence intervals via percentile and bias-corrected and\naccelerated (BCa) methods, and synthetic data generation for\npower analysis and methods research. The package handles both\nmediator misclassification and exposure misclassification\nwithin a unified framework. The partial identification approach\nbuilds on Manski (2003, ISBN:978-0387004549); confidence\nintervals for the partially identified bounds use the\nconstruction of Imbens and Manski (2004)\n.", "License": "MIT + file LICENSE", "Encoding": "UTF-8", "Language": "en-US", "LazyData": "true", "Config/testthat/edition": "3", "URL": "https://github.com/data-wise/medrobust,\nhttps://data-wise.github.io/medrobust/", "BugReports": "https://github.com/data-wise/medrobust/issues", "Config/roxygen2/version": "8.1.0", "Repository": "https://data-wise.r-universe.dev", "Date/Publication": "2026-09-26 05:53:41 UTC", "RemoteUrl": "https://github.com/Data-Wise/medrobust", "RemoteRef": "main", "RemoteSha": "61d0afb9f1af996887c0f65b8319ceb29d760af4", "NeedsCompilation": "no", "Packaged": { "Date": "2026-10-26 08:24:20 UTC", "User": "root" }, "Author": "Davood Tofighi [aut, cre, cph] (ORCID:\n)", "_user": "data-wise", "_type": "src", "_file": "medrobust_0.4.4.tar.gz", "_fileid": 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