{
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  "Package": "CIEE",
  "Type": "Package",
  "Title": "Estimating and Testing Direct Effects in Directed Acyclic Graphs\nusing Estimating Equations",
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  "Authors@R": "c( person(\"Stefan\", \"Konigorski\", email = \"stefan.konigorski@gmail.com\", role = c(\"aut\", \"cre\")), \nperson(\"Yildiz E.\", \"Yilmaz\", email = \"yyilmaz@mun.ca\", role = \"ctb\"))",
  "Description": "In many studies across different disciplines, detailed\nmeasures of the variables of interest are available. If\nassumptions can be made regarding the direction of effects\nbetween the assessed variables, this has to be considered in\nthe analysis. The functions in this package implement the novel\napproach CIEE (causal inference using estimating equations;\nKonigorski et al., 2018, <DOI:10.1002/gepi.22107>) for\nestimating and testing the direct effect of an exposure\nvariable on a primary outcome, while adjusting for indirect\neffects of the exposure on the primary outcome through a\nsecondary intermediate outcome and potential factors\ninfluencing the secondary outcome. The underlying directed\nacyclic graph (DAG) of this considered model is described in\nthe vignette. CIEE can be applied to studies in many different\nfields, and it is implemented here for the analysis of a\ncontinuous primary outcome and a time-to-event primary outcome\nsubject to censoring. CIEE uses estimating equations to obtain\nestimates of the direct effect and robust sandwich standard\nerror estimates. Then, a large-sample Wald-type test statistic\nis computed for testing the absence of the direct effect.\nAdditionally, standard multiple regression, regression of\nresiduals, and the structural equation modeling approach are\nimplemented for comparison.",
  "License": "GPL-2",
  "Encoding": "UTF-8",
  "VignetteBuilder": "knitr",
  "RoxygenNote": "6.0.1",
  "NeedsCompilation": "no",
  "Packaged": {
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  "Author": "Stefan Konigorski [aut, cre], Yildiz E. Yilmaz [ctb]",
  "Maintainer": "Stefan Konigorski <stefan.konigorski@gmail.com>",
  "Repository": "https://skonigor.r-universe.dev",
  "Date/Publication": "2018-03-19 15:00:23 UTC",
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    "name": "Stefan Konigorski",
    "description": "Senior Researcher"
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    "ciee_loop",
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    "est_funct_expr",
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    "get_estimates",
    "hessian",
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    "res_reg",
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    "sem_appl"
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  "_help": [
    {
      "page": "bootstrap_se",
      "title": "Bootstrap standard error estimates",
      "topics": [
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      ]
    },
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      "title": "CIEE: Causal inference based on estimating equations",
      "topics": [
        "ciee",
        "ciee_loop"
      ]
    },
    {
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      "title": "Estimating functions.",
      "topics": [
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      ]
    },
    {
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      "title": "Data generation function",
      "topics": [
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      ]
    },
    {
      "page": "get_estimates",
      "title": "CIEE parameter point estimates",
      "topics": [
        "get_estimates"
      ]
    },
    {
      "page": "naive_se",
      "title": "Naive standard error estimates",
      "topics": [
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    },
    {
      "page": "sandwich_se",
      "title": "Sandwich standard error estimates",
      "topics": [
        "sandwich_se"
      ]
    },
    {
      "page": "score_and_hessian_matrix_functions",
      "title": "Score and hessian matrix based on the estimating functions.",
      "topics": [
        "deriv_obj",
        "hessian",
        "scores",
        "score_and_hessian_matrix_functions"
      ]
    },
    {
      "page": "sem_appl",
      "title": "Structural equation modeling approach",
      "topics": [
        "sem_appl"
      ]
    },
    {
      "page": "summary.ciee",
      "title": "Summary function.",
      "topics": [
        "summary.ciee"
      ]
    },
    {
      "page": "traditional_regression_functions",
      "title": "Traditional regression approaches.",
      "topics": [
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        "res_reg",
        "traditional_regression_functions"
      ]
    }
  ],
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    "Matrix",
    "survival"
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      "source": "ciee.Rmd",
      "filename": "ciee.html",
      "title": "Estimating and Testing Direct Effects in Directed Acyclic Graphs using Estimating Equations",
      "author": "Stefan Konigorski",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Overview",
        "Alternative approaches",
        "Causal inference using estimating equations (CIEE)",
        "References"
      ],
      "created": "2017-11-16 12:36:54",
      "modified": "2018-03-19 15:00:23",
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