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  "Date": "2026-10-15",
  "Title": "Semiparametric Least Squares Inference for Causal Effects",
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  "Description": "Several causal effects are measured using least squares\nregressions and basis function approximations. Backward and\nforward selection methods based on different criteria are used\nto select the basis functions.",
  "Collate": "'cslse.R' 'slse.R' 'Fcslse.R' 'altCausal.R'",
  "License": "GPL (>= 2)",
  "URL": "https://codeberg.org/pchausse/causalSLSE,\nhttps://pchausse.r-universe.dev/causalSLSE",
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  "Repository": "https://pchausse.r-universe.dev",
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  "Maintainer": "Pierre Chausse Developer <pchausse@uwaterloo.ca>",
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    "author": "Pierre Chausse <pchausse@uwaterloo.ca>",
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    "message": "fixed a link problem\n",
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      "date": "2025-08-29"
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    "causalSLSE",
    "causalSLSE.cslseFit",
    "causalSLSE.cslseModel",
    "causalSLSE.formula",
    "cslseModel",
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    "LLmatching",
    "llSplines",
    "llSplines.cslseModel",
    "llSplines.slseModel",
    "matching",
    "plot.cslseFit",
    "plot.slseFit",
    "predict.cslseFit",
    "predict.slseFit",
    "print.cslse",
    "print.cslseFit",
    "print.cslseModel",
    "print.slseFit",
    "print.slseKnots",
    "print.summary.cslse",
    "print.summary.cslseFit",
    "print.summary.slseFit",
    "selSLSE",
    "selSLSE.cslseModel",
    "slseKnots",
    "slseModel",
    "summary.cslse",
    "summary.cslseFit",
    "summary.slseFit"
  ],
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      "title": "Lalonde Subsample of the National Supported Work Demonstration Data (NSW)",
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      ],
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        "black",
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        "married",
        "nodeg",
        "re75",
        "re78"
      ],
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      "table": true,
      "tojson": true
    },
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      "name": "simDat1",
      "title": "Simulated Data",
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      "file": "simDat1.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Y",
        "X",
        "Z",
        "Y1",
        "Y0",
        "U01",
        "U02",
        "U11",
        "U12"
      ],
      "rows": 300,
      "table": true,
      "tojson": true
    },
    {
      "name": "simDat2",
      "title": "Simulated Data",
      "object": "simDat2",
      "file": "simDat2.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
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        "X",
        "Z",
        "Y1",
        "Y0",
        "U01",
        "U02",
        "U03",
        "U11",
        "U12",
        "U13"
      ],
      "rows": 300,
      "table": true,
      "tojson": true
    },
    {
      "name": "simDat3",
      "title": "Simulated Data",
      "object": "simDat3",
      "file": "simDat3.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Y",
        "X1",
        "X2",
        "Z",
        "Y1",
        "Y0",
        "U01",
        "U02",
        "U03",
        "U04",
        "U05",
        "U11",
        "U12",
        "U13",
        "U14",
        "U15"
      ],
      "rows": 300,
      "table": true,
      "tojson": true
    },
    {
      "name": "simDat4",
      "title": "Simulated Data.",
      "object": "simDat4",
      "file": "simDat4.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Y",
        "Z",
        "X1",
        "X2",
        "X3",
        "X4",
        "treat"
      ],
      "rows": 500,
      "table": true,
      "tojson": true
    },
    {
      "name": "simDat5",
      "title": "Simulated Data",
      "object": "simDat5",
      "file": "simDat5.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Y",
        "X1",
        "X2",
        "Z",
        "Y1",
        "Y0"
      ],
      "rows": 300,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "altCausal",
      "title": "Alternative Causal Effect estimation methods.",
      "topics": [
        "altCausal",
        "ipw",
        "LLmatching",
        "matching"
      ]
    },
    {
      "page": "asModel",
      "title": "Converter into Model Objects",
      "topics": [
        "as.model",
        "as.model.cslse",
        "as.model.cslseFit",
        "as.model.slseFit"
      ]
    },
    {
      "page": "causalSLSE",
      "title": "Causal Effect Based on Semiparametric Least Squares Models",
      "topics": [
        "causalSLSE",
        "causalSLSE.cslseFit",
        "causalSLSE.cslseModel",
        "causalSLSE.formula"
      ]
    },
    {
      "page": "cslseModel",
      "title": "Semiparametric Least Squares Estimator Model",
      "topics": [
        "cslseModel",
        "slseModel"
      ]
    },
    {
      "page": "estSLSE",
      "title": "Least Squares Estimate of 'cslseModel' or 'slseModel' Objects",
      "topics": [
        "estSLSE",
        "estSLSE.cslseModel",
        "estSLSE.slseModel"
      ]
    },
    {
      "page": "extract-method",
      "title": "'extract' methods for some objects.",
      "topics": [
        "extract,altCausal-method",
        "extract,cslse-method",
        "extract,slseFit-method",
        "extract.cslse",
        "extract.slseFit"
      ]
    },
    {
      "page": "llSplines",
      "title": "Local Linear Splines Generator for Model Objects",
      "topics": [
        "llSplines",
        "llSplines.cslseModel",
        "llSplines.slseModel"
      ]
    },
    {
      "page": "nsw",
      "title": "Lalonde Subsample of the National Supported Work Demonstration Data (NSW)",
      "topics": [
        "nsw"
      ]
    },
    {
      "page": "plot",
      "title": "Plot of Predicted Outcome",
      "topics": [
        "plot.cslseFit",
        "plot.slseFit"
      ]
    },
    {
      "page": "predict",
      "title": "Outcome Prediction",
      "topics": [
        "predict.cslseFit",
        "predict.slseFit"
      ]
    },
    {
      "page": "print",
      "title": "Print Methods",
      "topics": [
        "print.cslse",
        "print.cslseFit",
        "print.cslseModel",
        "print.slseFit",
        "print.slseKnots",
        "print.slseModel",
        "print.summary.cslse",
        "print.summary.cslseFit",
        "print.summary.slseFit"
      ]
    },
    {
      "page": "selSLSE",
      "title": "Knots Selection Method",
      "topics": [
        "selSLSE",
        "selSLSE.cslseModel",
        "selSLSE.slseModel"
      ]
    },
    {
      "page": "simDat1",
      "title": "Simulated Data",
      "topics": [
        "simDat1"
      ]
    },
    {
      "page": "simDat2",
      "title": "Simulated Data",
      "topics": [
        "simDat2"
      ]
    },
    {
      "page": "simDat3",
      "title": "Simulated Data",
      "topics": [
        "simDat3"
      ]
    },
    {
      "page": "simDat4",
      "title": "Simulated Data.",
      "topics": [
        "simDat4"
      ]
    },
    {
      "page": "simDat5",
      "title": "Simulated Data",
      "topics": [
        "simDat5"
      ]
    },
    {
      "page": "slseKnots",
      "title": "Knots Creator for Basis Functions",
      "topics": [
        "slseKnots"
      ]
    },
    {
      "page": "summary",
      "title": "Summary Method for Fitted Models",
      "topics": [
        "summary.cslse",
        "summary.cslseFit",
        "summary.slseFit"
      ]
    },
    {
      "page": "update",
      "title": "Update Methods",
      "topics": [
        "update.cslseModel",
        "update.slseKnots",
        "update.slseModel"
      ]
    }
  ],
  "_rundeps": [
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    "curl",
    "httr",
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    "mime",
    "openssl",
    "R6",
    "sandwich",
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      "description": "Optimized BLAS (linear algebra) library (shared lib, pthread)"
    },
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  "_vignettes": [
    {
      "source": "causalSLSE.Rmd",
      "filename": "causalSLSE.pdf",
      "title": "Semiparametric Least Squares Inference for Causal Effects with R",
      "author": "Pierre Chausse^[University of Waterloo, pchausse@uwaterloo.ca], Mihai Giurcanu^[University of Chicago, giurcanu@uchicago.edu], Marinela Capanu^[Memorial Sloan Kettering Cancer Center, capanum@mskcc.org], George Luta^[Georgetown University, George.luta@georgetown.edu]",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction \\label",
        "The causalSLSE package \\label",
        "The Semiparametric LSE model",
        "The starting knots \\label",
        "Creating a SLSE model \\label",
        "Selecting the knots manually \\label",
        "Methods for slseModel objects \\label",
        "The causal-SLSE model (cslseModel) \\label",
        "Setting the knots manually \\label",
        "Estimating the model \\label",
        "The predict method \\label",
        "The plot method \\label",
        "Factors, interactions and functions of confounders \\label",
        "Optimal selection of the knots \\label",
        "Selection for slseModel versus cslseModel objects",
        "Selections saved in slseModel objects.",
        "Select a saved selection with update",
        "The causalSLSE method for cslseFit objects \\label",
        "The extract method  \\label",
        "The causalSLSE method for cslseModel objects  \\label",
        "The causalSLSE method for formula objects  \\label",
        "Examples \\label",
        "A simulated data set from Model 1  \\label",
        "A simulated data set from Model 2 \\label",
        "A simulated data set from Model 3 \\label",
        "A simulated data set with product terms \\label",
        "Summary of methods and objects \\label",
        "Experiments (to be removed before publishing)",
        "References"
      ],
      "created": "2023-08-31 19:02:06",
      "modified": "2025-08-07 13:04:37",
      "commits": 18
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