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--- | ||
title: "Rapid review for 'Evaluating individual heterogeneity in mental health research: a philosophical review of clustering methods and guideline for applications'" | ||
output: | ||
html_document: | ||
toc: true | ||
toc_depth: 2 | ||
title: "Supplementary Material II <br>" | ||
subtitle: "Rapid review for 'Evaluating individual heterogeneity in mental health research: a philosophical review of clustering methods and guideline for applications' <br>" | ||
author: "<br> Caroline X. Gao^1,2,3^ Dominic Dwyer^1,2^, Ye Zhu^4^, Catherine L. Smith^3^, Lan Du^5^, Kate M. Filia^1,2^, Johanna Bayer^1,2^, Jana M. Menssink^1,2^, Teresa Wang^5^, Christoph Bergmeir^5^, Stephen Wood^1,2^, Sue M. Cotton^1,2^ <br>" | ||
date: "<br> ^1^ Centre for Youth Mental Health, The University of Melbourne, Parkville. VIC, Australia <br> ^2^ Orygen, Parkville, VIC, Australia <br> ^3^ Department of Epidemiology and Preventative Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia <br> ^4^ School of IT, Deakin Unviersity, Geelong, VIC 3220, Australia <br? ^5^ Faculty of Information Technology, Monash University, Clayton, VIC, Australia <br><br> **Corresponding: [email protected]** <br><br>" | ||
--- | ||
<style type="text/css"> | ||
div.main-container { | ||
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sessionInfo() | ||
``` | ||
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# Literature search | ||
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We first used the following search strategies to find possible clustering papers on 1/12/2021. | ||
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```{r} | ||
Results<-as_tibble(read_excel("Full text reviewed.xlsx")) %>% | ||
mutate_at(vars(`Reported method selecting number of clusters`:`Avaliable data`), | ||
mutate_at(vars(`Pre-registration` ,`Reported method selecting number of clusters`:`Avaliable data`), | ||
function(x) factor(as.numeric(x), levels=c(0,1), labels=c("No","Yes"))) | ||
Results %>% | ||
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```{r,fig.width=10,fig.height=5} | ||
Results %>% | ||
select(ID,`Reported method selecting number of clusters`:`Avaliable data`) %>% | ||
pivot_longer(cols=`Reported method selecting number of clusters`:`Avaliable data`, | ||
select(ID,`Pre-registration`,`Reported method selecting number of clusters`:`Avaliable data`) %>% | ||
pivot_longer(cols=`Pre-registration`:`Avaliable data`, | ||
names_to="Indicator",values_to= "Type") %>% | ||
mutate(Type=as.numeric(Type)-1) %>% | ||
group_by(Indicator) %>% | ||
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