Created
November 10, 2022 13:41
-
-
Save MJacobs1985/fe1d89d573f6f4581c9d534daf49c1a8 to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
try2<-total%>%dplyr::filter(!Patientnr%in%8 & !Patientnr%in%20) | |
try2$meds <- c(0,0,1,0,1,0,0,0,0,1,0,0,0,1,0,0,0,0,1,1,0,0,1,0,0,0,0,0) | |
try2$RT <- recode(try2$Total_dose_spec, "1:2=1; 3=2") | |
table(try2$RT) | |
class(try2$RT) | |
fitLME <- lme(Severity ~ ns(time,3) + | |
Gender + | |
NRS_WorstPain_at_consultation + | |
Age_at_consultation + | |
Opioid_spec + | |
Total_dose_spec, | |
random = ~ time | Patientnr, | |
data=try2, | |
control=lmeControl(maxIter = 10000), | |
na.action=na.exclude) | |
## Check assumptions | |
plot(fitLME) | |
qqnorm(fitLME) | |
plot(fitLME, Gender ~ resid(.), abline = 0 ) | |
plot(fitLME, NRS_WorstPain_at_consultation ~ resid(.), abline = 0 ) | |
plot(fitLME, Age_at_consultation ~ resid(.), abline = 0 ) | |
plot(fitLME, as.factor(Patientnr) ~ resid(.), abline = 0 ) | |
plot(fitLME, as.factor(Surgery_prior_to_consultation) ~ resid(.), abline = 0 ) | |
plot(fitLME, as.factor(Disease_stage_at_consultation) ~ resid(.), abline = 0 ) | |
plot(fitLME, as.factor(Tumorsite_in_pancreas) ~ resid(.), abline = 0 ) | |
plot(fitLME, as.factor(Non_opioid_spec) ~ resid(.), abline = 0 ) | |
plot(fitLME, as.factor(Opioid_spec) ~ resid(.), abline = 0 ) | |
plot(fitLME, as.factor(RT) ~ resid(.), abline = 0 ) | |
coef(fitLME) #BELANDRIJK! ALLE INTERCEPTS PER PATIENT! | |
pairs(fitLME) | |
summary(fitLME) | |
plot_model(fitLME, grid=T, sort.est="sort.all", y.offset=1.0) # Plot showing coefficients and their confidence interval | |
plot_model(fitLME, grid=T, type="diag") # Diagnostics plots | |
plot_model(fitLME, type="eff") | |
plot_model(fitLME, show.values = TRUE, value.offset = .3) | |
plot_model(fitLME, type="re") ##!!ERROR | |
plot_model(fitLME, type="std") | |
plot_model(fitLME, type="slope") | |
plot_model(fitLME, type="resid") ##!!ERROR | |
plot_model(fitLME, type="pred", grid=T, terms=c("time [all]")) ##!! ALLEEN MET TIME WERKT!! | |
plot_model(fitLME, type="pred", pred.type = "re", grid=T, terms=c("time [all]")) ##!!ERROR | |
plot_model(fitLME, type="pred", show.data = TRUE, pred.type = "fe", grid=T, terms=c("time [all]")) ##!! ALLEEN MET TIME WERKT!! | |
tab_model(fitLME, #BELANGRIJK!!!!!!! | |
show.std=T, | |
show.r2=T, | |
show.aic=T, | |
show.aicc = T, | |
show.dev=T, | |
show.re.var=T) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment