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2 Longterm/Project B - DAG.Rmd
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2 Longterm/Project B - DAG.Rmd
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---
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title: "Project B - DAG"
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author: "AGDamsbo"
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date: "`r Sys.Date()`"
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output: html_document
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---
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```{r setup, include=FALSE}
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knitr::opts_chunk$set(echo = TRUE)
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```
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# Hypothesis
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```{r}
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labels_all<-list(rtreat~"Trial treatment",
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pase_0~"PASE score",
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age~"Age",
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sex~"Sex",
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smoker~"History of smoking",
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civil~"Cohabitation",
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diabetes~"Known diabetes",
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hypertension~"Known hypertension",
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afli~"Known Atrialfibrillation",
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ami~"Previos myocardial infarction",
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tci~"Previos TIA",
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pad~"Known peripheral artery disease",
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nihss_0~"Acute NIHSS score",
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thrombolysis~"Thrombolytic therapy",
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thrombechtomy~"Endovascular treatment",
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SES~"Socio economic status",
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education~"Education",
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ad_treat~"Anti depression treatment",
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vasc_event~"Vascular event")
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```
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```{r}
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vars <- c(
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"pase_0",
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"age",
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"sex",
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"civil",
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"smoker",
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"rtreat",
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"alc",
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"afli",
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"hypertension",
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"diabetes",
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"mrs_0",
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"nihss_c",
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"thrombolysis",
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"pad",
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"thrombechtomy",
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"ami",
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"tci",
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"compliant",
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"SES",
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"education"
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)
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```
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```{r}
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library(ggdag)
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library(ggplot2)
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```
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```{r}
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dag <-
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dagify(
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vasc_event ~ pase_0 + age + sex + civil + smoker + rtreat + alc + afli +
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hypertension + diabetes + mrs_0 + nihss_0 + thrombolysis + pad + thrombechtomy +
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ami + tci + SES + education + ad_treat + svd,
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pase_0 ~ sex + civil + alc + pad + SES + education + hypertension + diabetes,
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diabetes ~ civil,
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svd~hypertension + diabetes + alc,
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mrs_0 ~ tci + ami + hypertension + diabetes + svd,
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age ~ smoker+SES+education,
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civil ~ sex + age + SES + civil,
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# smoker~ ,
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alc ~ sex+SES+education,
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# afli~ ,
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hypertension~ alc,
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nihss_0 ~ hypertension + diabetes + pase_0 + age,
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thrombolysis ~ mrs_0+nihss_0,
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# pad~ ,
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thrombechtomy ~ mrs_0+nihss_0,
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# ami~ ,
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# tci~ ,
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# compliant~ ,
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# SES~ ,
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# education,
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ad_treat~education+SES,
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# labels = labels_all,
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latent = c("svd"),
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exposure = "pase_0",
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outcome = "vasc_event"
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)
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```
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```{r}
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dag |> ggdag(text = TRUE) + theme_dag(6) + geom_dag_edges_arc()
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```
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```{r}
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dag |> ggdag_parents("svd")
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```
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```{r}
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dag |> ggdag_paths(text = TRUE, shadow = TRUE)
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```
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```{r}
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dag |> ggdag_adjustment_set(text = TRUE, shadow = TRUE,stylized = TRUE)
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```
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