We outline a 6-step process for creating causal graphical models using scientific evidence and expert knowledge.
Identify core variables, create a list of potential covariates, conduct a semi-systematic literature review, discuss with experts, synthesize, and visualize.
What do we mean by "semi-systematic" literature review?
Like a systematic review, you begin with a carefully created search hedge: key words for your exposure, outcome, and/or other core variables, combined with your covariate list.
Despite this type of triangulation being a key and crucial part of science (and just like, life!), we often don’t spend enough time teaching students how to do it in a reasoned and systematic way.
In epidemiology, triangulation is often pitted against causal effect estimation. But they have different purposes.
Causal effect estimation is critical when we want to know the *size* of an effect.
Triangulation helps us answer the question: is this likely a cause *at all*?
@Kcummins760 This is, in fact, a fatal flaw in the GRADE criteria approach to evidence synthesis.
Which is the topic of a paper of mine currently languishing in the morass that is peer-review. Turns out people don’t like it when you point out major flaws in foundational research tools, 🤷🏼♀️
Our @NEJM study showed school mask mandates *reduce* COVID illness & absences.
Others disagreed. But we take scientific critique seriously. So we checked everything suggested to us. And now we’ve published an updated Appendix with the details.
And here’s the updated Appendix with all our new sensitivity analyses, plus some additional explanation about what types of causal questions we can and can’t answer with these data. 👇🏼
Well, it also takes a village to start an outbreak. And to stop one.
How do we teach our communities better public health? The answer: public health literacy.
A 🧵
What is “public health literacy”?
Despite the fact that ensuring good public health is one of the most important functions of society, it turns out no one* has ever really defined “public health literacy”!
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*We’ve found <5 scientific articles ever on public health literacy!
To address this major gap, our team enlisted the help of MPH student Maggie Burkhardt (she graduated May 2023 🥳) to do a deep dive on anything and everything that was possibly related to this idea.