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  "Package": "semfindr",
  "Title": "Influential Cases in Structural Equation Modeling",
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  "Authors@R": "c(\nperson(given = \"Shu Fai\",\nfamily = \"Cheung\",\nrole = c(\"aut\", \"cre\"),\nemail = \"shufai.cheung@gmail.com\",\ncomment = c(ORCID = \"0000-0002-9871-9448\")),\nperson(given = \"Mark Hok Chio\",\nfamily = \"Lai\",\nrole = c(\"aut\"),\nemail = \"marklhc@gmail.com \",\ncomment = c(ORCID = \"0000-0002-9196-7406\"))\n)",
  "Description": "Sensitivity analysis in structural equation modeling using\ninfluence measures and diagnostic plots. Support leave-one-out\ncasewise sensitivity analysis presented by Pek and MacCallum\n(2011) <doi:10.1080/00273171.2011.561068> and approximate\ncasewise influence using scores and casewise likelihood. An\nintroduction to the package can be found in Cheung and Lai\n(2026) <doi:10.1080/00273171.2026.2634293>.",
  "URL": "https://sfcheung.github.io/semfindr/",
  "BugReports": "https://github.com/sfcheung/semfindr/issues",
  "License": "GPL-3",
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  "Repository": "https://sfcheung.r-universe.dev",
  "Date/Publication": "2026-03-15 02:09:15 UTC",
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  "Author": "Shu Fai Cheung [aut, cre] (ORCID:\n<https://orcid.org/0000-0002-9871-9448>),\nMark Hok Chio Lai [aut] (ORCID:\n<https://orcid.org/0000-0002-9196-7406>)",
  "Maintainer": "Shu Fai Cheung <shufai.cheung@gmail.com>",
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  "_created": "2026-05-14T05:40:32.000Z",
  "_published": "2026-05-22T08:44:39.554Z",
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    "lavaan_rerun_check",
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    "mahalanobis_rerun",
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    "pars_id_to_lorg",
    "user_change_raw"
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      "title": "Sample Data: A CFA Model",
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      "class": [
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      "fields": [
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      "rows": 100,
      "table": true,
      "tojson": true
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      "title": "Sample Data: A CFA Model with a Heywood Case",
      "object": "cfa_dat_heywood",
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      "rows": 60,
      "table": true,
      "tojson": true
    },
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      "class": [
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      "tojson": true
    },
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      "fields": [
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        "x6"
      ],
      "rows": 100,
      "table": true,
      "tojson": true
    },
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      "title": "Sample Data: A Path Model",
      "object": "pa_dat",
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        "dv",
        "iv1",
        "iv2"
      ],
      "rows": 100,
      "table": true,
      "tojson": true
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      "title": "Sample Data: A Path Model with an Influential Case",
      "object": "pa_dat2",
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      "fields": [
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      "table": true,
      "tojson": true
    },
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      "title": "Sample Data: A Latent Variable Structural Model",
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      "tojson": true
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        "x7",
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        "x9"
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      "table": true,
      "tojson": true
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  "_help": [
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      "page": "approx_check",
      "title": "Compatibility Check for the '_approx' Functions",
      "topics": [
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      ]
    },
    {
      "page": "cfa_dat",
      "title": "Sample Data: A CFA Model",
      "topics": [
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      ]
    },
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      "page": "cfa_dat_heywood",
      "title": "Sample Data: A CFA Model with a Heywood Case",
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      "page": "cfa_dat_mg",
      "title": "Sample Data: A Multiple-Group CFA Model with an Influential Case",
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    },
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      "title": "Sample Data: A CFA Model with an Influential Case",
      "topics": [
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      ]
    },
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      "page": "est_change",
      "title": "Standardized Case Influence on Parameter Estimates (DFTHETAS)",
      "topics": [
        "est_change"
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    {
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      "title": "Standardized Case Influence on Parameter Estimates (Approximate DFTHETAS)",
      "topics": [
        "est_change_approx"
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    },
    {
      "page": "est_change_plot",
      "title": "Plots of Case Influence on Parameter Estimates",
      "topics": [
        "est_change_gcd_plot",
        "est_change_plot"
      ]
    },
    {
      "page": "est_change_raw",
      "title": "Case Influence on Parameter Estimates (DFTHETA)",
      "topics": [
        "est_change_raw"
      ]
    },
    {
      "page": "est_change_raw_approx",
      "title": "Case Influence on Parameter Estimates (Approximate DFTHETA)",
      "topics": [
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      ]
    },
    {
      "page": "fit_measures_change",
      "title": "Case Influence on Fit Measures",
      "topics": [
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      ]
    },
    {
      "page": "fit_measures_change_approx",
      "title": "Case Influence on Fit Measures (Approximate)",
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        "fit_measures_change_approx"
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    },
    {
      "page": "implied_scores",
      "title": "Implied Scores of Observed Outcome Variables",
      "topics": [
        "implied_scores"
      ]
    },
    {
      "page": "index_plot",
      "title": "Index Plot of an Arbitrary Statistic",
      "topics": [
        "index_plot"
      ]
    },
    {
      "page": "influence_plot",
      "title": "Plots of Influence Measures",
      "topics": [
        "gcd_gof_md_plot",
        "gcd_gof_plot",
        "gcd_plot",
        "influence_plot",
        "md_plot"
      ]
    },
    {
      "page": "influence_stat",
      "title": "Case Influence Measures",
      "topics": [
        "influence_stat"
      ]
    },
    {
      "page": "lavaan_rerun",
      "title": "Rerun a 'lavaan' Analysis Using the Leaving-One-Out Approach",
      "topics": [
        "lavaan_rerun"
      ]
    },
    {
      "page": "lavaan_rerun_check",
      "title": "Compatibility Check for 'lavaan_rerun'",
      "topics": [
        "lavaan_rerun_check"
      ]
    },
    {
      "page": "mahalanobis_predictors",
      "title": "Mahalanobis Distance On Observed Predictors",
      "topics": [
        "mahalanobis_predictors"
      ]
    },
    {
      "page": "mahalanobis_rerun",
      "title": "Mahalanobis Distance on All Observed Variables",
      "topics": [
        "mahalanobis_rerun"
      ]
    },
    {
      "page": "pa_dat",
      "title": "Sample Data: A Path Model",
      "topics": [
        "pa_dat"
      ]
    },
    {
      "page": "pa_dat2",
      "title": "Sample Data: A Path Model with an Influential Case",
      "topics": [
        "pa_dat2"
      ]
    },
    {
      "page": "pars_id",
      "title": "Convert Parameter Syntax to Position or Row Numbers in the Parameter Vector or Table",
      "topics": [
        "pars_id"
      ]
    },
    {
      "page": "pars_id_to_lorg",
      "title": "Ids to \"lhs-op-rhs-(group)\"",
      "topics": [
        "pars_id_to_lorg"
      ]
    },
    {
      "page": "print.est_change",
      "title": "Print an 'est_change' Class Object",
      "topics": [
        "print.est_change"
      ]
    },
    {
      "page": "print.fit_measures_change",
      "title": "Print a 'fit_measures_change' Class Object",
      "topics": [
        "print.fit_measures_change"
      ]
    },
    {
      "page": "print.influence_stat",
      "title": "Print an 'influence_stat' Class Object",
      "topics": [
        "print.influence_stat"
      ]
    },
    {
      "page": "print.lavaan_rerun",
      "title": "Print Method for 'lavaan_rerun'",
      "topics": [
        "print.lavaan_rerun"
      ]
    },
    {
      "page": "print.md_semfindr",
      "title": "Print a 'md_semfindr' Class Object",
      "topics": [
        "print.md_semfindr"
      ]
    },
    {
      "page": "sem_dat",
      "title": "Sample Data: A Latent Variable Structural Model",
      "topics": [
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      ]
    },
    {
      "page": "sem_dat2",
      "title": "Sample Data: A Latent Variable Structural Model With an Influential Case",
      "topics": [
        "sem_dat2"
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    },
    {
      "page": "user_change_raw",
      "title": "Case Influence on User-Defined Statistics",
      "topics": [
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      ]
    }
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      "filename": "casewise_scores.html",
      "title": "Approximate Case Influence Using Scores and Casewise Likelihood",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Using Scores to Approximate Case Influence",
        "Comparison",
        "Generalized Cook's distance (gCD)",
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      "source": "semfindr.Rmd",
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      "title": "Quick Start",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Purpose",
        "Leave-One-Out Approach",
        "Workflow",
        "Fitting the Target Model",
        "Rerun n Times (Step 1 to Step 3)",
        "Diagnostic Functions",
        "Standardized Changes in Parameter Estimates (DFTHETAS)",
        "Raw Change in Parameter Estimates (DFTHETA)",
        "Mahalanobis Distance",
        "Changes in Fit Measures",
        "An All-In-One-Function",
        "Diagnostic Plots",
        "Generalized Cook's Distance",
        "Change in Fit Measure vs. Generalized Cook's Distance",
        "Bubble Plot",
        "Index Plot of Standardized Changes (DFTHETASs) or Raw Changes (DFTHETAs) in Parameter Estimates",
        "Standardized Changes Against gCD",
        "Approximate Approach",
        "Approximate Standardized Changes in Parameter Estimates",
        "Approximate Raw Changes in Parameter Estimates",
        "Approximate Changes in Fit Measures",
        "Approximate Generalized Cook's Distance",
        "Approximate Change in Fit Measure vs. Approximate Generalized Cook's Distance",
        "Index Plot of Standardized or Raw Changes in Parameter Estimates",
        "Final Remarks",
        "References"
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      "created": "2021-09-02 16:31:49",
      "modified": "2026-03-06 10:04:08",
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      "title": "Selecting Cases In lavaan_rerun",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Row Numbers or Case IDs",
        "Mahalanobis Distance on Residuals",
        "Mahalanobis Distance on All Variables",
        "Final Remarks",
        "References"
      ],
      "created": "2021-09-26 10:53:51",
      "modified": "2026-03-06 10:04:08",
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      "source": "user_id.Rmd",
      "filename": "user_id.html",
      "title": "Use Case IDs",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Rerun n Times",
        "Diagnostic Functions",
        "Standardized Changes in Estimates",
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