Open gerkovink opened 1 year ago
The following problem is illustrated by the reprex package
library(mice, warn.conflicts = FALSE) library(magrittr) set.seed(123) imp <- mice(nhanes, printFlag = FALSE) fit <- with(imp, lm(age ~ bmi)) # regular calculation pool(fit) %T>% print %>% summary() #> Class: mipo m = 5 #> term m estimate ubar b t dfcom df #> 1 (Intercept) 5 3.85793713 1.101684619 0.1435955094 1.273999230 23 16.93708 #> 2 bmi 5 -0.07826576 0.001498793 0.0002086205 0.001749137 23 16.64170 #> riv lambda fmi #> 1 0.1564101 0.1352549 0.2220023 #> 2 0.1670308 0.1431246 0.2303752 #> term estimate std.error statistic df p.value #> 1 (Intercept) 3.85793713 1.12871574 3.417988 16.93708 0.003292004 #> 2 bmi -0.07826576 0.04182269 -1.871371 16.64170 0.078980518 # custom calculation pool(fit, rule = "reiter2003", custom.t = ".data$b + .data$b/m", custom.df = ".data$m - 1") %T>% print %>% summary() #> Class: mipo m = 5 #> term m estimate ubar b t dfcom df #> 1 (Intercept) 5 3.85793713 1.101684619 0.1435955094 0.1723146113 23 4 #> 2 bmi 5 -0.07826576 0.001498793 0.0002086205 0.0002503446 23 4 #> riv lambda fmi #> 1 0.1564101 NA NA #> 2 0.1670308 NA NA #> term estimate std.error statistic df p.value #> 1 (Intercept) 3.85793713 0.41510795 9.293817 4 0.0007457218 #> 2 bmi -0.07826576 0.01582228 -4.946554 4 0.0077803039 # another custom calculation outsideoffunction <- 14 Rubin_original <- "(.data$m-1)*(1 + (1/((1 + 1 / .data$m) * .data$b / .data$ubar)))^2" pool(fit, rule = "reiter2003", custom.t = "outsideoffunction", custom.df = "Rubin_original") %T>% print %>% summary() #> Class: mipo m = 5 #> term m estimate ubar b t dfcom #> 1 (Intercept) 5 3.85793713 1.101684619 0.1435955094 14 23 #> 2 bmi 5 -0.07826576 0.001498793 0.0002086205 14 23 #> df riv #> 1 (.data$m-1)*(1 + (1/((1 + 1 / .data$m) * .data$b / .data$ubar)))^2 0.1564101 #> 2 (.data$m-1)*(1 + (1/((1 + 1 / .data$m) * .data$b / .data$ubar)))^2 0.1670308 #> lambda fmi #> 1 NA NA #> 2 NA NA #> Error in pt(abs(statistic), pmax(x$df, 0.001), lower.tail = FALSE): Non-numeric argument to mathematical function
Created on 2023-04-26 with reprex v2.0.2
Hi, @gerkovink. Nice issue. I'll look at it
The following problem is illustrated by the reprex package
Created on 2023-04-26 with reprex v2.0.2