{
  "_id": "6a12b314acfb0bcc41d19cc8",
  "Package": "mzipmed",
  "Title": "Mediation using MZIP Model",
  "Version": "1.4.0",
  "Authors@R": "c(\nperson(given = \"Andrew\",\nfamily = \"Sims\",\nrole = c(\"aut\", \"cre\"),\nemail = \"ams329@uab.edu\",\ncomment = c(ORCID = \"0000-0001-8525-4381\")),\nperson(given=\"Dustin\",family=\"Long\", role=\"aut\"),\nperson(given=\"Hemant\",family=\"Tiwari\",role=\"aut\"),\nperson(given=\"Leann\",family=\"Long\",role=\"aut\"))",
  "Author": "Andrew Sims [aut, cre]\n(<https://orcid.org/0000-0001-8525-4381>), Dustin Long [aut],\nHemant Tiwari [aut], Leann Long [aut]",
  "Maintainer": "Andrew Sims <ams329@uab.edu>",
  "Description": "We implement functions allowing for mediation analysis to\nbe performed in cases where the mediator is a count variable\nwith excess zeroes. First a function is provided allowing users\nto perform analysis for zero-inflated count variables using the\nmarginalized zero-inflated Poisson (MZIP) model (Long et al.\n2014 <DOI:10.1002/sim.6293>). Using the counterfactual approach\nto mediation and MZIP we can obtain natural direct and indirect\neffects for the overall population. Using delta method\nprocesses variance estimation can be performed instantaneously.\nAlternatively, bootstrap standard errors can be used. We also\nprovide functions for cases with exposure-mediator interactions\nwith four-way decomposition of total effect.",
  "Encoding": "UTF-8",
  "LazyData": "true",
  "Roxygen": "list(markdown = TRUE)",
  "RoxygenNote": "7.1.2",
  "License": "MIT + file LICENSE",
  "VignetteBuilder": "knitr",
  "Repository": "https://ams329.r-universe.dev",
  "Date/Publication": "2023-07-07 15:52:32 UTC",
  "RemoteUrl": "https://github.com/ams329/mzipmed",
  "RemoteRef": "HEAD",
  "RemoteSha": "4cdb39639c710a216fb64afe3cd3962c83a67314",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-24 08:09:53 UTC",
    "User": "root"
  },
  "MD5sum": "74c8c250b5d5781ce7a8465d19809ae6",
  "_user": "ams329",
  "_type": "src",
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  "_created": "2026-05-24T08:09:53.000Z",
  "_published": "2026-05-24T08:13:08.780Z",
  "_distro": "noble",
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    "author": "ams329 <ams329@uab.edu>",
    "committer": "ams329 <ams329@uab.edu>",
    "message": "v1.4.0\n\nAdded offsets\n",
    "time": 1688745152
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    "email": "ams329@uab.edu",
    "login": "ams329",
    "description": "",
    "uuid": 109387503,
    "orcid": "0000-0001-8525-4381"
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      "package": "MASS",
      "role": "Imports"
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    },
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  ],
  "_owner": "ams329",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_stars": 1,
  "_contributors": [
    {
      "user": "ams329",
      "count": 19,
      "uuid": 109387503
    }
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    "type": "user",
    "name": "ams329"
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    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/mzipmed"
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  "_devurl": "https://github.com/ams329/mzipmed",
  "_searchresults": 2,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/mzipmed.html",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/ams329/mzipmed",
  "_realowner": "ams329",
  "_cranurl": true,
  "_releases": [
    {
      "version": "1.2.5",
      "date": "2023-03-21"
    },
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      "version": "1.3.0",
      "date": "2023-04-16"
    },
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      "date": "2023-05-27"
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    "binoutzimed",
    "binoutzimedint",
    "lmoutzimed",
    "lmoutzimedint",
    "mzip",
    "zioutbinmed",
    "zioutbinmedint",
    "zioutlmmed",
    "zioutlmmedint"
  ],
  "_datasets": [
    {
      "name": "mzipmed_data",
      "title": "Data to be used in the mzipmed package examples",
      "object": "mzipmed_data",
      "class": [
        "data.frame"
      ],
      "fields": [
        "X",
        "C1",
        "C2",
        "ziM",
        "lmM",
        "binM",
        "lmY",
        "binY",
        "ziY1",
        "ziY2"
      ],
      "rows": 500,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "binoutzimed",
      "title": "Mediation Analysis for Zero-Inflated Count Mediators using MZIP (Binary or Count Outcome)",
      "topics": [
        "binoutzimed"
      ]
    },
    {
      "page": "binoutzimedint",
      "title": "Mediation Analysis for Zero-Inflated Count Mediators using MZIP with Exposure-Mediator Interactions (Binary/Count Outcome)",
      "topics": [
        "binoutzimedint"
      ]
    },
    {
      "page": "lmoutzimed",
      "title": "Mediation Analysis for Zero-Inflated Count Mediators using MZIP (Continuous Outcome)",
      "topics": [
        "lmoutzimed"
      ]
    },
    {
      "page": "lmoutzimedint",
      "title": "Mediation Analysis for Zero-Inflated Count Mediators using MZIP with Exposure-Mediator Interactions (Continuous Outcome)",
      "topics": [
        "lmoutzimedint"
      ]
    },
    {
      "page": "mzip",
      "title": "Marginalized Zero-Inflated Poisson Regression Model",
      "topics": [
        "mzip"
      ]
    },
    {
      "page": "mzipmed_data",
      "title": "Data to be used in the mzipmed package examples",
      "topics": [
        "mzipmed_data"
      ]
    },
    {
      "page": "zioutbinmed",
      "title": "Mediation Analysis for Zero-Inflated Count Outcomes using MZIP with binary mediators",
      "topics": [
        "zioutbinmed"
      ]
    },
    {
      "page": "zioutbinmedint",
      "title": "Mediation Analysis for Zero-Inflated Count Outcomes using MZIP with Exposure-Mediator Interactions (Binary Outcome)",
      "topics": [
        "zioutbinmedint"
      ]
    },
    {
      "page": "zioutlmmed",
      "title": "Mediation Analysis for Zero-Inflated Count Outcomes using MZIP",
      "topics": [
        "zioutlmmed"
      ]
    },
    {
      "page": "zioutlmmedint",
      "title": "Mediation Analysis for Zero-Inflated Count Outcomes using MZIP with Exposure-Mediator Interactions",
      "topics": [
        "zioutlmmedint"
      ]
    }
  ],
  "_rundeps": [
    "lattice",
    "MASS",
    "matrixStats",
    "sandwich",
    "zoo"
  ],
  "_vignettes": [
    {
      "source": "mzipmed-vignette.Rmd",
      "filename": "mzipmed-vignette.html",
      "title": "Introduction to the mzipmed R package",
      "author": "Andrew Sims",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Brief introduction to counterfactual approach to mediation",
        "Brief overview of MZIP",
        "mzipmed_data overview",
        "mzip() function for analysis with zero-inflated count variables",
        "Mediation with Zero-Inflated Count Outcomes",
        "Continuous Mediators",
        "Binary Mediators",
        "Mediation with Zero-Inflated Count Mediators",
        "Continuous Outcomes with ZI Mediators",
        "Binary outcomes with ZI Mediators",
        "Extensions of functions to cases with exposure-mediator interactions",
        "Conclusion",
        "References"
      ],
      "created": "2023-04-19 16:36:37",
      "modified": "2023-07-07 15:52:32",
      "commits": 2
    }
  ],
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