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fix bibtex error for PDF build
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5 changes: 3 additions & 2 deletions 02-roadmap.Rmd
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## Learning Objectives {-}

By the end of this chapter you will be able to
In this chapter, we provide guidance on how to

1. Translate scientific questions to statistical questions.
2. Define a statistical model based on the knowledge of the experiment that
generated the data.
3. Identify a causal parameter as a function of the observed data distribution.
4. Explain the following causal and statistical assumptions and their
implications: i.i.d., consistency, interference, positivity, SUTVA.
implications: i.i.d., consistency, interference, positivity, the stable unit
treatment value assumption.

## Introduction {-}

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81 changes: 38 additions & 43 deletions book.bib
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Expand Up @@ -306,7 +306,7 @@ @article{wolpert1992stacked
}

@article{naturenews_2015,
author = {Anonymous Editorial in \textit{Nature}}},
author = {{\textit{Nature} Editorial (Anonymous)}},
title={Let’s think about cognitive bias},
journal={Nature},
publisher={Springer Nature},
Expand Down Expand Up @@ -343,7 +343,7 @@ @article{munafo2017manifesto
}

@article{naturenews2_2015,
author = {Nature Editorial},
author = {{\textit{Nature} Editorial (Anonymous)}},
title={How scientists fool themselves --- and how they can stop},
journal={Nature},
publisher={Springer Nature},
Expand Down Expand Up @@ -375,7 +375,7 @@ @article{nosek2018preregistration
number={11},
pages={2600--2606},
year={2018},
publisher={National Acad Sciences}
publisher={National Academy of Sciences}
}

@article{baker2016there,
Expand All @@ -395,7 +395,7 @@ @article{szucs2017null
title={When null hypothesis significance testing is unsuitable for research:
a reassessment},
author={Szucs, Denes and Ioannidis, John},
journal={Frontiers in human neuroscience},
journal={Frontiers in Human Neuroscience},
volume={11},
pages={390},
year={2017},
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}

@article{robins1986,
title = "A new approach to causal inference in mortality studies with a
sustained exposure period—application to control of the healthy worker
survivor effect",
journal = "Mathematical Modelling",
volume = "7",
number = "9",
pages = "1393 - 1512",
year = "1986",
issn = "0270-0255",
doi = "https://doi.org/10.1016/0270-0255(86)90088-6",
url = "http://www.sciencedirect.com/science/article/pii/0270025586900886",
author = "James Robins"
title = "A new approach to causal inference in mortality studies with a
sustained exposure period—application to control of the healthy worker
survivor effect",
journal = "Mathematical Modelling",
volume = "7",
number = "9",
pages = "1393 - 1512",
year = "1986",
issn = "0270-0255",
doi = "https://doi.org/10.1016/0270-0255(86)90088-6",
author = "James Robins"
}

@book{pearl2009,
Expand All @@ -506,35 +505,31 @@ @book{moodie2013
}

@article{laber2012,
author = {Zhang, Baqun and A Tsiatis, Anastasios and Davidian, Marie and
Zhang, Min and Laber, Eric},
title = {Estimating optimal treatment regimes from a classification
perspective},
journal = {Stat},
volume = {5},
number = {1},
pages = {278-278},
doi = {10.1002/sta4.124},
url = {https://onlinelibrary.wiley.com/doi/abs/10.1002/sta4.124},
eprint = {https://onlinelibrary.wiley.com/doi/pdf/10.1002/sta4.124},
year = {2016}
author = {Zhang, Baqun and A Tsiatis, Anastasios and Davidian, Marie and
Zhang, Min and Laber, Eric},
title = {Estimating optimal treatment regimes from a classification
perspective},
journal = {Stat},
volume = {5},
number = {1},
pages = {278-278},
doi = {10.1002/sta4.124},
year = {2016}
}

@article{kosorok2012,
author = {Yingqi Zhao and Donglin Zeng and A John Rush and Michael R
Kosorok},
title = {Estimating Individualized Treatment Rules Using Outcome Weighted
Learning},
journal = {Journal of the American Statistical Association},
volume = {107},
number = {499},
pages = {1106-1118},
year = {2012},
publisher = {Taylor & Francis},
doi = {10.1080/01621459.2012.695674},
note ={PMID: 23630406},
URL = {https://doi.org/10.1080/01621459.2012.695674},
eprint = {https://doi.org/10.1080/01621459.2012.695674}
author = {Yingqi Zhao and Donglin Zeng and A John Rush and Michael R
Kosorok},
title = {Estimating Individualized Treatment Rules Using Outcome Weighted
Learning},
journal = {Journal of the American Statistical Association},
volume = {107},
number = {499},
pages = {1106-1118},
year = {2012},
publisher = {Taylor \& Francis},
doi = {10.1080/01621459.2012.695674},
note ={PMID: 23630406}
}

@article{robins2014,
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url = {https://doi.org/10.1111/ectj.12097}
}

@manual{R,
@misc{R,
address = {Vienna, Austria},
author = {{R Core Team}},
organization = {R Foundation for Statistical Computing},
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2 changes: 1 addition & 1 deletion latex_extras/preamble.tex
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\usepackage[inline]{enumitem}
\usepackage{float}
\usepackage{graphicx}
\usepackage[round]{natbib}
%\usepackage[round]{natbib}
\usepackage{geometry}
\usepackage{tikz}
\usepackage[english]{babel}
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1 change: 1 addition & 0 deletions packages.bib
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Expand Up @@ -82,3 +82,4 @@ @Book{rmarkdown2020
note = {ISBN 9780367563837},
url = {https://bookdown.org/yihui/rmarkdown-cookbook},
}

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