Comparative Cohort Method with Large Scale Propensity and Outcome Models


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Documentation for package ‘CohortMethod’ version 6.0.1

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adjustedKm Compute a weight-adjusted Kaplan-Meier curve
checkCmInstallation Check is CohortMethod and its dependencies are correctly installed
CohortMethodData Cohort Method Data
CohortMethodData-class Cohort Method Data
cohortMethodDataSimulationProfile A simulation profile
computeCovariateBalance Compute covariate balance before and after PS adjustment
computeEquipoise Compute fraction in equipoise
computeMdrr Compute the minimum detectable relative risk
computePsAuc Compute the area under the ROC curve
convertUntypedListToCmAnalysesSpecifications Convert untyped list to SccsAnalysesSpecifications
createCmAnalysesSpecifications Create full CM analysis specifications
createCmAnalysis Create a CohortMethod analysis specification
createCmDiagnosticThresholds Create CohortMethod diagnostics thresholds
createCmTable1 Create a table 1
createCohortMethodDataSimulationProfile Create simulation profile
createComputeCovariateBalanceArgs Create a parameter object for the function 'computeCovariateBalance()'
createCreatePsArgs Create a parameter object for the function 'createPs()'
createCreateStudyPopulationArgs Create a parameter object for the function 'createStudyPopulation()'
createDefaultMultiThreadingSettings Create default CohortMethod multi-threading settings
createFitOutcomeModelArgs Create a parameter object for the function 'fitOutcomeModel()'
createGetDbCohortMethodDataArgs Create a parameter object for the function 'getDbCohortMethodData()'
createMatchOnPsArgs Create a parameter object for the function 'matchOnPs()'
createMultiThreadingSettings Create CohortMethod multi-threading settings
createOutcome Create outcome definition
createPs Create propensity scores
createResultsDataModel Create the results data model tables on a database server.
createStratifyByPsArgs Create a parameter object for the function 'stratifyByPs()'
createStudyPopulation Create a study population
createTargetComparatorOutcomes Create target-comparator-outcomes combinations.
createTrimByPsArgs Create a parameter object for the function 'trimByPs()'
createTruncateIptwArgs Create a parameter object for the function 'truncateIptw()'
drawAttritionDiagram Draw the attrition diagram
exportToCsv Export cohort method results to CSV files
fitOutcomeModel Create an outcome model, and compute the relative risk
getAttritionTable Get the attrition table for a population
getDataMigrator Get database migrations instance
getDbCohortMethodData Get the cohort data from the server
getDefaultCmTable1Specifications Get the default table 1 specifications
getDiagnosticsSummary Get a summary report of the analyses diagnostics
getFileReference Get file reference
getFollowUpDistribution Get the distribution of follow-up time
getGeneralizabilityTable Get information on generalizability
getInteractionResultsSummary Get a summary report of the analyses results
getOutcomeModel Get the outcome model
getPsModel Get the propensity model
getResultsDataModelSpecifications Get specifications for CohortMethod results data model
getResultsSummary Get a summary report of the analyses results
isCohortMethodData Check whether an object is a CohortMethodData object
loadCmAnalysisList Load a list of CmAnalysis from file
loadCohortMethodData Load the cohort method data from a file
loadTargetComparatorOutcomesList Load a list of 'TargetComparatorOutcomes' from file
matchOnPs Match persons by propensity score
migrateDataModel Migrate Data model
plotCovariateBalanceOfTopVariables Plot variables with largest imbalance
plotCovariateBalanceScatterPlot Create a scatterplot of the covariate balance
plotCovariatePrevalence Plot covariate prevalence
plotFollowUpDistribution Plot the distribution of follow-up time
plotKaplanMeier Plot the Kaplan-Meier curve
plotPs Plot the propensity score distribution
plotTimeToEvent Plot time-to-event
runCmAnalyses Run a list of analyses
saveCmAnalysisList Save a list of CmAnalysis to file
saveCohortMethodData Save the cohort method data to file
saveTargetComparatorOutcomesList Save a list of 'TargetComparatorOutcomes' to file
show-method Cohort Method Data
simulateCohortMethodData Generate simulated data
stratifyByPs Stratify persons by propensity score
summary-method Cohort Method Data
trimByPs Trim persons by propensity score
truncateIptw Truncate IPTW values
uploadResults Upload results to the database server.