#' Plot the point estimates, and the point estimation procedures performance, in
#' a single-stage single-arm trial design for a single binary endpoint
#'
#' Plots the point estimates, and the performance of the point estimation
#' procedure, in a single-stage single-arm trial design for a single binary
#' endpoint determined using \code{est_fixed()}. A range of plots are available,
#' of which the point estimates and the root mean squared error curve will be
#' printed by default.
#'
#' @param x An object of class \code{"sa_est_fixed"}, as returned by
#' \code{est_fixed()}.
#' @param ... Included for compatibility with the generic. Not currently used.
#' @param output A logical variable indicating whether the outputs described
#' below should be returned.
#' @return If \code{output = TRUE}, a list containing the following elements is
#' returned
#' \itemize{
#' \item A list in the slot \code{$plot_des} containing the available plots.
#' \item Each of the input variables as specified, subject to internal
#' modification.
#' }
#' @examples
#' # Find the optimal single-stage design for the default parameters
#' des <- des_fixed()
#' # Determine the performance of the point estimation procedure for a range of
#' # possible response probabilities
#' est <- est_fixed(des, pi = seq(from = 0, to = 1, by = 0.01))
#' # Plot the point estimates and the estimation procedure performance
#' plot(est)
#' @seealso \code{\link{des_fixed}}, \code{\link{opchar_fixed}},
#' \code{\link{est_fixed}}, \code{\link{pval_fixed}}, \code{\link{ci_fixed}},
#' and their associated \code{plot} family of functions.
#' @export
plot.sa_est_fixed <- function(x, ..., output = F) {
est <- x
##### Input Checking #########################################################
check_sa_est_fixed(est)
check_logical(output, "output")
##### Main Computations ######################################################
plot_est <- list()
plot_est$est <- ggplot2::ggplot() +
ggplot2::geom_hline(yintercept = est$des$pi0,
linetype = 2) +
ggplot2::geom_hline(yintercept = est$des$pi1,
linetype = 2) +
ggplot2::geom_point(data = est$est,
ggplot2::aes(x = s, y = `hat(pi)(s,m)`)) +
ggplot2::geom_line(data = est$est,
ggplot2::aes(x = s, y = `hat(pi)(s,m)`)) +
ggplot2::xlab(expression(italic(s))) +
ggplot2::ylab(expression(paste(hat(pi), "(", italic(s), ",",
italic(n), ")", sep = ""))) +
theme_singlearm()
print(plot_est$est)
pi <- est$pi
des <- est$des$des
if (min(pi) < des$pi0) {
red <- tibble::tibble(start = min(pi),
end = min(des$pi0, max(pi)))
}
if (all(min(pi) <= des$pi1, max(pi) >= des$pi0)) {
amber <- tibble::tibble(start = max(des$pi0, min(pi)),
end = min(des$pi1, max(pi)))
}
if (max(pi) > des$pi1) {
green <- tibble::tibble(start = max(des$pi1,
min(pi)), end = max(pi))
}
plot_est$`E(hat(pi)|pi)` <- ggplot2::ggplot()
if (min(est$pi) < est$des$des$pi0) {
plot_est$`E(hat(pi)|pi)` <- plot_est$`E(hat(pi)|pi)` +
ggplot2::geom_rect(data = red,
ggplot2::aes(xmin =
start,
xmax = end,
ymin = -Inf,
ymax = Inf),
alpha = 0.1,
fill = "firebrick2")
}
if (all(min(pi) <= des$pi1, max(pi) >= des$pi0)) {
plot_est$`E(hat(pi)|pi)` <- plot_est$`E(hat(pi)|pi)` +
ggplot2::geom_rect(data = amber,
ggplot2::aes(xmin =
start,
xmax = end,
ymin = -Inf,
ymax = Inf),
alpha = 0.1,
fill = "orange")
}
if (max(est$pi) > est$des$des$pi1) {
plot_est$`E(hat(pi)|pi)` <- plot_est$`E(hat(pi)|pi)` +
ggplot2::geom_rect(data = green,
ggplot2::aes(xmin =
start,
xmax = end,
ymin = -Inf,
ymax = Inf),
alpha = 0.1,
fill = "green4")
}
plot_est$`E(hat(pi)|pi)` <- plot_est$`E(hat(pi)|pi)` +
ggplot2::geom_abline(slope = 1,
intercept = 0,
linetype = 2) +
ggplot2::geom_hline(yintercept = des$pi0,
linetype = 2) +
ggplot2::geom_hline(yintercept = des$pi1,
linetype = 2) +
ggplot2::geom_line(data = est$perf,
ggplot2::aes(x = pi,
y =
`E(hat(pi)|pi)`)) +
ggplot2::xlab(expression(pi)) +
ggplot2::ylab(expression(paste(italic(E), "(", hat(pi),
"|", pi, ")",
sep = ""))) +
theme_singlearm()
plot_est$`Var(hat(pi)|pi)` <- ggplot2::ggplot()
if (min(est$pi) < est$des$des$pi0) {
plot_est$`Var(hat(pi)|pi)` <- plot_est$`Var(hat(pi)|pi)` +
ggplot2::geom_rect(data = red,
ggplot2::aes(xmin =
start,
xmax =
end,
ymin =
-Inf,
ymax =
Inf),
alpha = 0.1,
fill = "firebrick2")
}
if (all(min(pi) <= des$pi1, max(pi) >= des$pi0)) {
plot_est$`Var(hat(pi)|pi)` <- plot_est$`Var(hat(pi)|pi)` +
ggplot2::geom_rect(data = amber,
ggplot2::aes(xmin =
start,
xmax =
end,
ymin =
-Inf,
ymax =
Inf),
alpha = 0.1,
fill = "orange")
}
if (max(pi) > des$pi1) {
plot_est$`Var(hat(pi)|pi)` <- plot_est$`Var(hat(pi)|pi)` +
ggplot2::geom_rect(data = green,
ggplot2::aes(xmin =
start,
xmax =
end,
ymin =
-Inf,
ymax =
Inf),
alpha = 0.1,
fill = "green4")
}
plot_est$`Var(hat(pi)|pi)` <- plot_est$`Var(hat(pi)|pi)` +
ggplot2::geom_line(data = est$perf,
ggplot2::aes(x = pi,
y =
`Var(hat(pi)|pi)`)) +
ggplot2::xlab(expression(pi)) +
ggplot2::ylab(expression(paste(italic(Var),
"(",
hat(pi),
"|", pi,
")",
sep =
""))) +
theme_singlearm()
plot_est$`Bias(hat(pi)|pi)` <- ggplot2::ggplot()
if (min(est$pi) < est$des$des$pi0) {
plot_est$`Bias(hat(pi)|pi)` <- plot_est$`Bias(hat(pi)|pi)` +
ggplot2::geom_rect(data = red,
ggplot2::aes(xmin =
start,
xmax =
end,
ymin =
-Inf,
ymax =
Inf),
alpha = 0.1,
fill = "firebrick2")
}
if (all(min(pi) <= des$pi1, max(pi) >= des$pi0)) {
plot_est$`Bias(hat(pi)|pi)` <- plot_est$`Bias(hat(pi)|pi)` +
ggplot2::geom_rect(data = amber,
ggplot2::aes(xmin =
start,
xmax =
end,
ymin =
-Inf,
ymax =
Inf),
alpha = 0.1,
fill = "orange")
}
if (max(pi) > des$pi1) {
plot_est$`Bias(hat(pi)|pi)` <- plot_est$`Bias(hat(pi)|pi)` +
ggplot2::geom_rect(data = green,
ggplot2::aes(xmin =
start,
xmax =
end,
ymin =
-Inf,
ymax =
Inf),
alpha = 0.1,
fill = "green4")
}
plot_est$`Bias(hat(pi)|pi)` <- plot_est$`Bias(hat(pi)|pi)` +
ggplot2::geom_hline(yintercept = 0,
linetype = 2) +
ggplot2::geom_line(data = est$perf,
ggplot2::aes(x = pi,
y =
`Bias(hat(pi)|pi)`)) +
ggplot2::xlab(expression(pi)) +
ggplot2::ylab(expression(paste(italic(Bias),
"(",
hat(pi),
"|", pi,
")",
sep =
""))) +
theme_singlearm()
plot_est$`RMSE(hat(pi)|pi)` <- ggplot2::ggplot()
if (min(pi) < des$pi0) {
plot_est$`RMSE(hat(pi)|pi)` <- plot_est$`RMSE(hat(pi)|pi)` +
ggplot2::geom_rect(data = red,
ggplot2::aes(xmin =
start,
xmax =
end,
ymin =
-Inf,
ymax =
Inf),
alpha = 0.1,
fill = "firebrick2")
}
if (all(min(pi) <= des$pi1, max(pi) >= des$pi0)) {
plot_est$`RMSE(hat(pi)|pi)` <- plot_est$`RMSE(hat(pi)|pi)` +
ggplot2::geom_rect(data = amber,
ggplot2::aes(xmin =
start,
xmax =
end,
ymin =
-Inf,
ymax =
Inf),
alpha = 0.1,
fill = "orange")
}
if (max(pi) > des$pi1) {
plot_est$`RMSE(hat(pi)|pi)` <- plot_est$`RMSE(hat(pi)|pi)` +
ggplot2::geom_rect(data = green,
ggplot2::aes(xmin =
start,
xmax =
end,
ymin =
-Inf,
ymax =
Inf),
alpha = 0.1,
fill = "green4")
}
plot_est$`RMSE(hat(pi)|pi)` <- plot_est$`RMSE(hat(pi)|pi)` +
ggplot2::geom_line(data = est$perf,
ggplot2::aes(x = pi,
y =
`RMSE(hat(pi)|pi)`)) +
ggplot2::xlab(expression(pi)) +
ggplot2::ylab(expression(paste(italic(RMSE),
"(",
hat(pi),
"|", pi,
")",
sep =
""))) +
theme_singlearm()
print(plot_est$`RMSE(hat(pi)|pi)`)
##### Outputting #############################################################
if (output) {
output <- list(plot_est = plot_est, est = est)
return(output)
}
}
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