{
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  "Date": "2025-10-22",
  "Title": "Create 'multiverse analysis' in R",
  "Authors@R": "c(\nperson(\"Abhraneel\", \"Sarma\", role = c(\"aut\", \"cre\"), email = \"abhraneel@u.northwestern.edu\"),\nperson(\"Matthew\", \"Kay\", role = \"aut\", email = \"mjskay@northwestern.edu\"),\nperson(\"Michael\", \"Moon\", role = \"ctb\", email = \"moon@utstat.toronto.edu\"),\nperson(\"Mark\", \"Miller\", role = \"ctb\", email = \"725mrm@gmail.com\"),\nperson(\"Kyle\", \"Hwang\", role = \"ctb\", email = \"kyle.sg.hwang@gmail.com\"),\nperson(\"Hadley\", \"Wickham\", role = \"ctb\", email = \"hadley@posit.co\")\n)",
  "Maintainer": "Abhraneel Sarma <abhraneel@u.northwestern.edu>",
  "Description": "Implement 'multiverse' style analyses (Steegen S.,\nTuerlinckx F, Gelman A., Vanpaemal, W., 2016)\n<doi:10.1177/1745691616658637> to show the robustness of\nstatistical inference. 'Multiverse analysis' is a philosophy of\nstatistical reporting where paper authors report the outcomes\nof many different statistical analyses in order to show how\nfragile or robust their findings are. The 'multiverse' package\n(Sarma A., Kale A., Moon M., Taback N., Chevalier F., Hullman\nJ., Kay M., 2021) <doi:10.31219/osf.io/yfbwm> allows users to\nconcisely and flexibly implement 'multiverse-style' analysis,\nwhich involve declaring alternate ways of performing an\nanalysis step, in R and R Notebooks.",
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        "ReportedCycleLength",
        "Vote",
        "Donate",
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        "MinPressure_before",
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      "tojson": true
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        "perceivedTime"
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      "tojson": true
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      "title": "'Explorable Multiverse' Data Analysis and Reports in R",
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      "title": "Define constraints for combinations of analysis paths in the multiverse",
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        "%when%"
      ]
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      "page": "accessors",
      "title": "Accessing contents of the multiverse object",
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        "$<-.multiverse",
        "accessors",
        "code",
        "code.default",
        "code.multiverse",
        "conditions",
        "conditions.default",
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        "expand.multiverse",
        "extract_variable_from_universe",
        "parameters",
        "parameters.default",
        "parameters.multiverse",
        "size",
        "size.default",
        "size.multiverse"
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        "execute_multiverse",
        "execute_universe"
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        "export_data_json",
        "export_json",
        "export_results_dist_json",
        "export_results_json"
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        "extract_variables.data.frame",
        "extract_variables.multiverse"
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      "source": "branch.Rmd",
      "filename": "branch.html",
      "title": "A discussion on branches in the multiverse",
      "author": "Abhraneel Sarma",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Branches in a multiverse analysis",
        "The syntax for declaring a branch()",
        "Diving deeper: the multiverse compiler",
        "Going back to branches",
        "Example 1: A branch within functions in a \"pipe\": %>%",
        "Example 2: Another branch within a function",
        "Example 3: Beware of the flexibility",
        "Example 4: Variable assignment inside a branch statement",
        "Example 5: A branch as a function",
        "Example 6: Defining parameters separately",
        "Example 7: Parameters can be re-used (and alternate ways of declaring the same branch)",
        "Example 8: Declaring continuous variables in branch",
        "Example 9: Nested branch statements and asymmetric trees"
      ],
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        "Specifying conditions in the multiverse analysis",
        "The %when% operator",
        "Implementing conditions in a complete analysis"
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      "title": "Example multiverse implementation: Effect of fertility on religiosity and political attitudes",
      "author": "Abhraneel Sarma",
      "engine": "knitr::rmarkdown",
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        "Note",
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        "Running a single analysis from the multiverse",
        "A multiverse with all possible combinations specified",
        "Specifying conditions in the multiverse analysis",
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        "Modeling",
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      "modified": "2025-10-20 17:26:32",
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      "title": "Example multiverse implementation: Female hurricanes are deadlier than male hurricanes",
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        "Introduction",
        "Original analysis",
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        "Note",
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        "Analysis #2: Differences between mean completion times between conditions",
        "Extracting and visualizing the results from the multiverse",
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      "title": "Example multiverse implementation: Recreating Adding inferential treatments to plots using Resampling and Animations using multiverse",
      "author": "Pierre Dragicevic, Abhraneel Sarma",
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      "headings": [
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        "Regression Model",
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        "Data and Analysis",
        "Model #2: Effect of Fertility and Relationship status on Religiosity",
        "The results",
        "Computing the results in each multiverse",
        "Extracting the results",
        "Visualisations",
        "Animating the coefficients of the model from each multiverse",
        "Histogram of p-values of the Fertility × Relationship status interaction",
        "Specification curve"
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      "author": "Abhraneel Sarma",
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        "Inside() and Multiverse analysis in R scripts",
        "Multiverse in RMarkdown",
        "Multiverse code block",
        "Notes on using multiverse code blocks",
        "In RStudio using RMarkdown",
        "Knitting to HTML using knitr",
        "Debugging Keyboard Shortcuts",
        "On OS X Systems"
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      "modified": "2025-10-22 19:47:20",
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