#' Function to retrain one model originally trained using overall survival and train and evaluate using
#' disease specific survival
#'
#' @author Adam Margolin
#' @export
retrainOSModel <- function(modelEntityId_orig, trainingData=NULL){
print("**********************************************************")
print("**********************************************************")
print(paste("retraining", modelEntityId_orig))
print("**********************************************************")
print("**********************************************************")
if(is.null(trainingData)){
trainingData <- loadMetabricTrainingData()
}
modelEntity_orig <- loadEntity(modelEntityId_orig)
modelEntity_new <- restoreSessionAndCreateNewModelFromOSModel(modelEntity_orig)
modelClass <- class(modelEntity_orig$objects$trainedModel)
model_new <- new(modelClass)
model_new$customTrain(trainingData$exprData, trainingData$copyData, trainingData$clinicalFeaturesData, trainingData$clinicalSurvData_ds)
modelEntity_new <- addObject(modelEntity_new, model_new, "trainedModel")
storeEntity(modelEntity_new)
}
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