## ----strata-setup, message=FALSE, warning=FALSE------------------------------- library(gtregression) library(dplyr) data("data_birthwt", package = "gtregression") birthwt_data <- data_birthwt |> mutate( race = factor(race, levels = c(1, 2, 3), labels = c("White", "Black", "Other")), smoke = factor(smoke, levels = c(0, 1), labels = c("No", "Yes")), ht = factor(ht, levels = c(0, 1), labels = c("No", "Yes")), ui = factor(ui, levels = c(0, 1), labels = c("No", "Yes")), low = factor(low, levels = c(0, 1), labels = c("Normal BW", "Low BW")), ptl_cat = factor(ifelse(ptl > 0, "Yes", "No"), levels = c("No", "Yes")) ) attr(birthwt_data$age, "label") <- "Maternal age" attr(birthwt_data$lwt, "label") <- "Maternal weight" attr(birthwt_data$smoke, "label") <- "Smoking during pregnancy" attr(birthwt_data$ht, "label") <- "Hypertension" attr(birthwt_data$ui, "label") <- "Uterine irritability" attr(birthwt_data$ptl_cat, "label") <- "Previous preterm labour" ## ----strata-desc, message=FALSE, warning=FALSE-------------------------------- strata_desc <- descriptive_table( data = birthwt_data, exposures = c("age", "lwt", "smoke", "ht", "ui", "ptl_cat"), by = race, percent = column, show_overall = last, theme = clinical ) strata_desc$table ## ----strata-uni, message=FALSE, warning=FALSE--------------------------------- strata_uni <- stratified_uni_reg( data = birthwt_data, outcome = low, exposures = c("age", "lwt", "smoke", "ht", "ui", "ptl_cat"), stratifier = race, approach = logit, theme = clinical ) strata_uni$table ## ----strata-multi-full, message=FALSE, warning=FALSE-------------------------- strata_full <- stratified_multi_reg( data = birthwt_data, outcome = low, exposures = c("age", "lwt", "smoke", "ht", "ui", "ptl_cat"), stratifier = race, approach = logit, theme = clinical ) strata_full$table ## ----strata-multi, message=FALSE, warning=FALSE------------------------------- strata_multi <- stratified_multi_reg( data = birthwt_data, outcome = low, exposures = c("smoke", "ht", "ui", "ptl_cat"), stratifier = race, adjust_for = c("age", "lwt"), approach = logit, theme = striped ) strata_multi$table ## ----strata-forest, message=FALSE, warning=FALSE, fig.width=8, fig.height=7---- strata_forest_data <- forest_df(strata_multi) forest_reg( strata_forest_data, ci_col_width = 18 )