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  "Title": "Display and Analyze ROC Curves",
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  "Date": "2026-08-27",
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  "Description": "Tools for visualizing, smoothing and comparing receiver\noperating characteristic (ROC curves). (Partial) area under the\ncurve (AUC) can be compared with statistical tests based on\nU-statistics or bootstrap. Confidence intervals can be computed\nfor (p)AUC or ROC curves.",
  "License": "GPL (>= 3)",
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  "BugReports": "https://github.com/xrobin/pROC/issues",
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  "_created": "2026-09-30T12:39:13.000Z",
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  "_exports": [
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    "auc",
    "ci",
    "ci.auc",
    "ci.coords",
    "ci.se",
    "ci.sp",
    "ci.thresholds",
    "coords",
    "cov",
    "geom_polygon_auc",
    "ggroc",
    "has.partial.auc",
    "lines.roc",
    "multiclass.roc",
    "plot.roc",
    "power.roc.test",
    "roc",
    "roc_",
    "roc.test",
    "smooth",
    "var"
  ],
  "_datasets": [
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      "name": "aSAH",
      "title": "Subarachnoid hemorrhage data",
      "object": "aSAH",
      "class": [
        "data.frame"
      ],
      "fields": [
        "gos6",
        "outcome",
        "gender",
        "age",
        "wfns",
        "s100b",
        "ndka"
      ],
      "rows": 113,
      "table": true,
      "tojson": true
    }
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      "title": "pROC",
      "topics": [
        "pROC-package",
        "pROC"
      ]
    },
    {
      "page": "are.paired",
      "title": "Are two ROC curves paired?",
      "topics": [
        "are.paired",
        "are.paired.auc",
        "are.paired.roc",
        "are.paired.smooth.roc"
      ]
    },
    {
      "page": "aSAH",
      "title": "Subarachnoid hemorrhage data",
      "topics": [
        "aSAH"
      ]
    },
    {
      "page": "auc",
      "title": "Compute the area under the ROC curve",
      "topics": [
        "auc",
        "auc.default",
        "auc.formula",
        "auc.multiclass.roc",
        "auc.roc",
        "auc.smooth.roc"
      ]
    },
    {
      "page": "ci",
      "title": "Compute the confidence interval of a ROC curve",
      "topics": [
        "ci",
        "ci.default",
        "ci.formula",
        "ci.multiclass.auc",
        "ci.multiclass.roc",
        "ci.roc",
        "ci.smooth.roc"
      ]
    },
    {
      "page": "ci.auc",
      "title": "Compute the confidence interval of the AUC",
      "topics": [
        "ci.auc",
        "ci.auc.auc",
        "ci.auc.default",
        "ci.auc.formula",
        "ci.auc.multiclass.auc",
        "ci.auc.multiclass.roc",
        "ci.auc.roc",
        "ci.auc.smooth.roc"
      ]
    },
    {
      "page": "ci.coords",
      "title": "Compute the confidence interval of arbitrary coordinates",
      "topics": [
        "ci.coords",
        "ci.coords.default",
        "ci.coords.formula",
        "ci.coords.roc",
        "ci.coords.smooth.roc"
      ]
    },
    {
      "page": "ci.se",
      "title": "Compute the confidence interval of sensitivities at given specificities",
      "topics": [
        "ci.se",
        "ci.se.default",
        "ci.se.formula",
        "ci.se.roc",
        "ci.se.smooth.roc"
      ]
    },
    {
      "page": "ci.sp",
      "title": "Compute the confidence interval of specificities at given sensitivities",
      "topics": [
        "ci.sp",
        "ci.sp.default",
        "ci.sp.formula",
        "ci.sp.roc",
        "ci.sp.smooth.roc"
      ]
    },
    {
      "page": "ci.thresholds",
      "title": "Compute the confidence interval of thresholds",
      "topics": [
        "ci.thresholds",
        "ci.thresholds.default",
        "ci.thresholds.formula",
        "ci.thresholds.roc",
        "ci.thresholds.smooth.roc"
      ]
    },
    {
      "page": "coords",
      "title": "Coordinates of a ROC curve",
      "topics": [
        "coords",
        "coords.auc",
        "coords.roc",
        "coords.smooth.roc"
      ]
    },
    {
      "page": "coords_transpose",
      "title": "Transposing the output of 'coords'",
      "topics": [
        "coords_transpose"
      ]
    },
    {
      "page": "cov",
      "title": "Covariance of two paired ROC curves",
      "topics": [
        "cov",
        "cov.auc",
        "cov.default",
        "cov.roc",
        "cov.smooth.roc"
      ]
    },
    {
      "page": "geom_polygon_auc.roc",
      "title": "Add an AUC polygon to a ggroc plot",
      "topics": [
        "geom_polygon_auc",
        "geom_polygon_auc.auc",
        "geom_polygon_auc.roc",
        "geom_polygon_auc.smooth.roc"
      ]
    },
    {
      "page": "ggroc",
      "title": "Plot a ROC curve with ggplot2",
      "topics": [
        "ggroc",
        "ggroc.list",
        "ggroc.roc",
        "ggroc.smooth.roc"
      ]
    },
    {
      "page": "groupGeneric",
      "title": "pROC Group Generic Functions",
      "topics": [
        "groupGeneric",
        "groupGeneric.auc",
        "groupGeneric.ci.coords",
        "groupGeneric.ci.se",
        "groupGeneric.ci.sp",
        "groupGeneric.pROC",
        "Math",
        "Math.auc",
        "Math.ci",
        "Math.ci.auc",
        "Math.ci.coords",
        "Math.ci.se",
        "Math.ci.sp",
        "Ops",
        "Ops.auc",
        "Ops.ci",
        "Ops.ci.auc",
        "Ops.ci.coords",
        "Ops.ci.se",
        "Ops.ci.sp"
      ]
    },
    {
      "page": "has.partial.auc",
      "title": "Does the ROC curve have a partial AUC?",
      "topics": [
        "has.partial.auc",
        "has.partial.auc.auc",
        "has.partial.auc.roc",
        "has.partial.auc.smooth.roc"
      ]
    },
    {
      "page": "lines.roc",
      "title": "Add a ROC line to a ROC plot",
      "topics": [
        "lines.roc",
        "lines.roc.default",
        "lines.roc.formula",
        "lines.roc.roc",
        "lines.roc.smooth.roc",
        "lines.smooth.roc"
      ]
    },
    {
      "page": "multiclass",
      "title": "Multi-class AUC",
      "topics": [
        "multiclass.roc",
        "multiclass.roc.default",
        "multiclass.roc.formula"
      ]
    },
    {
      "page": "plot.ci",
      "title": "Plot confidence intervals",
      "topics": [
        "plot.ci",
        "plot.ci.coords",
        "plot.ci.se",
        "plot.ci.sp",
        "plot.ci.thresholds"
      ]
    },
    {
      "page": "plot.roc",
      "title": "Plot a ROC curve",
      "topics": [
        "plot",
        "plot.roc",
        "plot.roc.default",
        "plot.roc.formula",
        "plot.roc.roc",
        "plot.roc.smooth.roc",
        "plot.smooth.roc"
      ]
    },
    {
      "page": "power.roc.test",
      "title": "Sample size and power computation for ROC curves",
      "topics": [
        "power.roc.test",
        "power.roc.test.list",
        "power.roc.test.numeric",
        "power.roc.test.roc"
      ]
    },
    {
      "page": "print",
      "title": "Print a ROC curve object",
      "topics": [
        "print.auc",
        "print.ci.auc",
        "print.ci.coords",
        "print.ci.se",
        "print.ci.sp",
        "print.ci.thresholds",
        "print.multiclass.auc",
        "print.multiclass.roc",
        "print.mv.multiclass.roc",
        "print.roc",
        "print.smooth.roc"
      ]
    },
    {
      "page": "roc",
      "title": "Build a ROC curve",
      "topics": [
        "roc",
        "roc.data.frame",
        "roc.default",
        "roc.formula",
        "roc_"
      ]
    },
    {
      "page": "roc.test",
      "title": "Compare two ROC curves",
      "topics": [
        "roc.test",
        "roc.test.auc",
        "roc.test.default",
        "roc.test.formula",
        "roc.test.roc",
        "roc.test.smooth.roc"
      ]
    },
    {
      "page": "smooth",
      "title": "Smooth a ROC curve",
      "topics": [
        "smooth",
        "smooth.default",
        "smooth.roc",
        "smooth.smooth.roc"
      ]
    },
    {
      "page": "var",
      "title": "Variance of a ROC curve",
      "topics": [
        "var",
        "var.auc",
        "var.default",
        "var.roc",
        "var.smooth.roc"
      ]
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  "_rundeps": [
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      "package": "libstdc++6",
      "source": "gcc",
      "version": "16-20260322-1ubuntu1",
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      "source": "FAQ.Rmd",
      "filename": "FAQ.html",
      "title": "Frequently Asked Questions",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Frequently Asked Questions",
        "The X axis should be \"1-Specificity\" instead of \"Specificity\"!",
        "I have a GLM/SVM/PLS/ model, how can I analyze it with pROC?",
        "How do I remove empty space on the sides of my ROC plot?",
        "Solution 1: Make the plotting region square",
        "Solution 2: Adjust margins for square device",
        "Solution 3: Allow free aspect ratio (not recommended)",
        "When I resample or randomize my dataset I get an biased AUC > 0.5. How come?",
        "Can I test if a single ROC curve is significantly different from 0.5?",
        "My dataset is huge. Can I use pROC?",
        "Can I compute the confidence interval of the best threshold of the curve (not its SE/SP)?",
        "The functions are giving me weird error messages I don't understand"
      ],
      "created": "2026-08-27 07:34:43",
      "modified": "2026-08-27 07:34:44",
      "commits": 3
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