Casual Inference

Casual Inference

By Lucy D'Agostino McGowan and Ellie MurrayScienceMathematics
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Casual Inference episodes

  • Internal and External Validity with Elizabeth Stuart | Episode 06

    Ellie Murray and Lucy D'Agostino McGowan chat with Elizabeth Stuart from the Departments of Mental Health, Biostatistics, and Health Policy and Management at the Johns Hopkins Bloomberg School of Public Health. 

    Here are some links to the content we talk about in this episode:

    📝 Kern et al paper on Assessing Methods for Generalizing Experimental Impact Estimates to Target Populations

    📝 Article by Sherri Rose on Liz Stuart (baby pics!)

    🌐 Liz Stuart's website

    📰 Local news

    • Naomi Distelkamp won our #EpiCookieChallenge!
    • Naomi plotted flu rates in the US
    • We discussed Alberto Cairo's book How Chart's Lie

    Follow along on Twitter:

    • The American Journal of Epidemiology: @AmJEpi
    • Ellie: @EpiEllie
    • Lucy: @LucyStats
    • Liz: @LizStuartDC

    🎶 Our intro/outro music is courtesy of Joseph McDade.
    👩‍🎨 Our artwork is by Allison Horst.

    51 min
  • Science Communication with Gideon Meyerowitz-Katz | Episode 05

    Ellie Murray and Lucy D'Agostino McGowan chat with Gideon Meyerowitz-Katz, an epidemiologist studying at the University of Wollongong and a science communication writer for the Guardian, Observer, and more!

    Here are some links to the content we talk about in this episode:

    📝 Gideon's post on relative versus absolute risk

    🐦 Gideon's twitter account @justsaysrisks

    🎙 Everything Hertz Podcast

    🎙Gideon's Sensationalist Science Podcast

    ✍️ Gideon on Medium

    📧 Email Gideon for advice on getting started in Sci Comm: [email protected]

    👩‍🏫 PeDAGogy

    • We discussed a paper recently published in BMJ on the association between arts engagement and mortality 
    • Andrew Heiss tweeted a DAG with a proposed relationship between opera and longevity

    • Robert Platt also tweeted about this, suggesting that there may be an explanation other than confounding

    📰 Global news

    • The New York Times wrote an article on the BMJ paper that we discussed in peDAGogy
    • Here is some info on the BMJ Christmas Issue
    • Lucy and Jeff Leek's clickbait-y Ted-ed lesson on clickbait

    Follow along on Twitter:

    • The American Journal of Epidemiology: @AmJEpi
    • Ellie: @EpiEllie
    • Lucy: @LucyStats
    • Gid: @GidMK

    🎶 Our intro/outro music is courtesy of Joseph McDade.
    👩‍🎨 Our artwork is by Allison Horst.

    1 hr 24 min
  • Quantitative Bias Analysis with Matt Fox | Episode 04

    Ellie Murray and Lucy D'Agostino McGowan chat with Matt Fox from the Departments of Epidemiology and Global Health at Boston University.

    Here are some links to the content we talk about in this episode:

    📄 Paper discussing a null association between smoking during pregnancy and breast cancer risk
    📚 Matt's textbook on quantitative bias analysis
    🔗 Bias analysis website: sites.google.com/site/biasanalysis/

    📰 Global news

    • Wang and Blei's The Blessing of Multiple Causes
    • Obgurn, Shpitser, and Tchetgen Tchetgen's Comment
    • D'Amour's Comment

    In this week's global news segment we mentioned M-bias. Here is an example DAG of this phenomenon:

    Follow along on Twitter:

    • The American Journal of Epidemiology: @AmJEpi
    • Ellie: @EpiEllie
    • Lucy: @LucyStats
    • Matt: @ProfMattFox

    🎶 Our intro/outro music is courtesy of Joseph McDade.
    👩‍🎨 Our artwork is by Allison Horst.

    1 hr 22 min
  • Fairness in Machine Learning with Sherri Rose | Episode 03

    Ellie Murray and Lucy D'Agostino McGowan chat with Sherri Rose from the Department of Health Care Policy at Harvard Medical School.

    Here are some links to the content we talk about in this episode:

    📄 Paper by Anna Zink and Sherri Rose: Fair Regression for Health Care Spending
    📄 The Blessing of Multiple Causes
    📄  Dissecting racial bias in an algorithm used to manage the health of populations
    📚 Sherri's books on targeted learning
    🔗 Sherri's website: drsherrirose.org
    🔗 Data for Black lives: d4bl.org
    👏 What we're is enjoying this week: baby Yoda
    📰 Our local news: American Journal of Epidemiology article: a machine learning primer for epidemiologists

    PeDAGogy segment:

    In this weeks segment, Ellie describes a collider!

    Follow along on Twitter:

    • The American Journal of Epidemiology: @AmJEpi
    • Ellie: @EpiEllie
    • Lucy: @LucyStats
    • Sherri: @sherrirose

    🎶 Our intro/outro music is courtesy of Joseph McDade.
    👩‍🎨 Our artwork is by Allison Horst.

    1 hr 9 min
  • Socializing about Social Epidemiology with Onyebuchi Arah | Episode 02

    Ellie Murray and Lucy D'Agostino McGowan chat with Onyebuchi Arah from the Department of Epidemiology and UCLA Fielding School of Public Health about Social Epidemiology.

    Here are some links to the content we talk about in this episode:

    📄 Study in Science Advances demonstrating the funding gap in research on the community level 

    📄 Matt Fox's E-value study published in the American Journal of Epidemiology

    👏 What Lucy is enjoying this week: Normcore tech newsletter

    📰 Our local news: American Journal of Epidemiology article on obesity & neighborhoods 

    Here is the DAG discussed in the peDAGogy segment:

    Follow along on Twitter:

    • The American Journal of Epidemiology: @AmJEpi
    • Ellie: @EpiEllie
    • Lucy: @LucyStats
    • Onyebuchi: @oacarah

    🎶 Our intro/outro music is courtesy of Joseph McDade.

    58 min
  • Talking Target Trials with Miguel Hernan | Episode 01

    Ellie Murray and Lucy D'Agostino McGowan try to keep it casual in the first episode of the new Casual Inference podcast. Episode 1 features special guest Miguel Hernan from Harvard TH Chan School of Public Health. Listen to learn how to improve your observational data analysis!

    Follow along on Twitter:

    • The American Journal of Epidemiology: @AmJEpi
    • Ellie: @EpiEllie
    • Lucy: @LucyStats
    • Miguel: @_MiguelHernan

    Our intro/outro music is courtesy of Joseph McDade.

    Here are some links to the content we talk about in this episode! 

    Causal Inference, What If: https://www.hsph.harvard.edu/miguel-hernan/causal-inference-book/

    AJE article on applying the target trial method: https://academic.oup.com/aje/article/188/8/1569/5486454

    AJE tweetorial on that article: https://twitter.com/AmJEpi/status/1171866941906026496 

    News report on the Economics Nobel Prize: https://www.sciencemag.org/news/2019/10/economics-nobel-honors-trio-taking-experimental-approach-fighting-poverty

    54 min
  • Keeping it casual: the pilot | Episode 00

    Ellie Murray and Lucy D'Agostino McGowan try to keep it casual in this quick teaser to introduce you to the types of things the Casual Inference podcast will include. 

    Follow along on Twitter:

    • The American Journal of Epidemiology: @AmJEpi
    • Ellie: @EpiEllie
    • Lucy: @LucyStats

    Our intro/outro music is courtesy of Joseph McDade.

    9 min

About Casual Inference

From the publisher's feed

Keep it casual with the Casual Inference podcast. Your hosts Lucy D'Agostino McGowan and Ellie Murray talk all things epidemiology, statistics, data science, causal inference, and public health.…

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