A biologist's guide to model selection and causal inference https://t.co/a51rT2w4rC

@Dr_KS_Gautham @BrianKingNeo I also really like this one… the focus is causal inference but they have a nice review of analytic tasks https://t.co/EeAA2iFDXo

@TiagoALOMarques @oaggimenez @EpidByDesign @Lester_Domes @rlmcelreath Here is another one: https://t.co/6QC6rpufEA

@HeatherTCooley So when the study is descriptive or in the early stages of understanding a particular association it can be helpful. we need that info to draw a good DAG https://t.co/mtkAME7Cdy

@matt_zefferman https://t.co/54zjXcUYCV

@mjkielt @nbamat I think “comparative effectiveness” is something specific that I haven’t directly worked on, but in a more general framework of causal inference I how this one explains different analytical tasks https://t.co/mtkAME7Cdy

RT @andrewheiss: This new article by @ZachLaubach @EpiEllie @_whichwei et al. is a fantastic overview of DAG-based inference + provides a r…

RT @EpiEllie: Good morning biologists! Curious about causal inference but don't know where to start? Check out our new paper @_whichwei @…

RT @andrewheiss: This new article by @ZachLaubach @EpiEllie @_whichwei et al. is a fantastic overview of DAG-based inference + provides a r…

RT @andrewheiss: This new article by @ZachLaubach @EpiEllie @_whichwei et al. is a fantastic overview of DAG-based inference + provides a r…

RT @andrewheiss: This new article by @ZachLaubach @EpiEllie @_whichwei et al. is a fantastic overview of DAG-based inference + provides a r…

RT @andrewheiss: This new article by @ZachLaubach @EpiEllie @_whichwei et al. is a fantastic overview of DAG-based inference + provides a r…

RT @andrewheiss: This new article by @ZachLaubach @EpiEllie @_whichwei et al. is a fantastic overview of DAG-based inference + provides a r…

RT @andrewheiss: This new article by @ZachLaubach @EpiEllie @_whichwei et al. is a fantastic overview of DAG-based inference + provides a r…

RT @andrewheiss: This new article by @ZachLaubach @EpiEllie @_whichwei et al. is a fantastic overview of DAG-based inference + provides a r…

RT @andrewheiss: This new article by @ZachLaubach @EpiEllie @_whichwei et al. is a fantastic overview of DAG-based inference + provides a r…

RT @andrewheiss: This new article by @ZachLaubach @EpiEllie @_whichwei et al. is a fantastic overview of DAG-based inference + provides a r…

RT @andrewheiss: This new article by @ZachLaubach @EpiEllie @_whichwei et al. is a fantastic overview of DAG-based inference + provides a r…

RT @andrewheiss: This new article by @ZachLaubach @EpiEllie @_whichwei et al. is a fantastic overview of DAG-based inference + provides a r…

RT @andrewheiss: This new article by @ZachLaubach @EpiEllie @_whichwei et al. is a fantastic overview of DAG-based inference + provides a r…

Was just thinking today about how to show interaction terms in a DAG.

If you're in EEB and spend a ton of time thinking about how your observational data can be used to test hypotheses regarding causal relationships, do yourself a favor and read this paper. So clear, so helpful. https://t.co/tZ7NPfug1t

@EpiEllie @Epi_D_Nique @jon_y_huang Maybe also this?

RT @ukrepro: The use of directed acyclic graphs for causal inference is widespread in epidemiology, but has not penetrated other fields whe…

RT @EpiSconroy: Preparing a talk on how to figure out what (if anything) to control for in an analysis and this is one of my new favorite f…

RT @SarahBAndrea: Definitely saving this helpful figure forever.

RT @ukrepro: The use of directed acyclic graphs for causal inference is widespread in epidemiology, but has not penetrated other fields whe…

RT @EpiSconroy: Preparing a talk on how to figure out what (if anything) to control for in an analysis and this is one of my new favorite f…

[insert heavenly choir music here]

RT @EpiSconroy: Preparing a talk on how to figure out what (if anything) to control for in an analysis and this is one of my new favorite f…

RT @EpiSconroy: Preparing a talk on how to figure out what (if anything) to control for in an analysis and this is one of my new favorite f…

Definitely saving this helpful figure forever.

RT @EpiSconroy: Preparing a talk on how to figure out what (if anything) to control for in an analysis and this is one of my new favorite f…

RT @EpiSconroy: Preparing a talk on how to figure out what (if anything) to control for in an analysis and this is one of my new favorite f…

RT @tvpollet: @ukrepro The article seems paywalled from the above link, but I found an accessible version here: https://t.co/eh0a6ZEc5A

RT @tvpollet: @ukrepro The article seems paywalled from the above link, but I found an accessible version here: https://t.co/eh0a6ZEc5A

@ukrepro The article seems paywalled from the above link, but I found an accessible version here: https://t.co/eh0a6ZEc5A

The use of directed acyclic graphs for causal inference is widespread in epidemiology, but has not penetrated other fields where they might be useful. This is a great article targeted at biologists (but accessible more widely)... https://t.co/Y2oXqvujem

RT @EpiSconroy: Preparing a talk on how to figure out what (if anything) to control for in an analysis and this is one of my new favorite f…

RT @EpiSconroy: Preparing a talk on how to figure out what (if anything) to control for in an analysis and this is one of my new favorite f…

RT @EpiSconroy: Preparing a talk on how to figure out what (if anything) to control for in an analysis and this is one of my new favorite f…

RT @EpiSconroy: Preparing a talk on how to figure out what (if anything) to control for in an analysis and this is one of my new favorite f…

Preparing a talk on how to figure out what (if anything) to control for in an analysis and this is one of my new favorite figures https://t.co/mtkAME7Cdy #epitwitter https://t.co/U0haih9ahs

Cool! @MattBetts11 paper is here: https://t.co/IkPs3icOSw. And there is another great one from @ZachLaubach: https://t.co/H7qqxT1hp3

RT @moorejh: A biologist's guide to model selection and causal inference https://t.co/p7xhpHp2GL #statstwitter #causality

RT @moorejh: A biologist's guide to model selection and causal inference https://t.co/p7xhpHp2GL #statstwitter #causality

RT @moorejh: A biologist's guide to model selection and causal inference https://t.co/p7xhpHp2GL #statstwitter #causality

RT @moorejh: A biologist's guide to model selection and causal inference https://t.co/p7xhpHp2GL #statstwitter #causality

Awesome article!!!

A biologist's guide to model selection and causal inference https://t.co/p7xhpHp2GL #statstwitter #causality

RT @bjjbarrett: Two useful primers on causal inference as I have been going down the rabbit hole. This is directed towards EEB crowd. https…

@zerdeve @omaclaren I found this primer (focused on the positive aspects) quite useful (for teaching): https://t.co/KIo5RsU5xh. And I do find attempts at formalizing causal assumptions a good corrective to stats. But I'm also aware it's hard to do it prope

RT @rlmcelreath: Looks useful for ecol & evol folks. The examples will be more familiar & relevant than those in typical epidemiology prime…

RT @rlmcelreath: Looks useful for ecol & evol folks. The examples will be more familiar & relevant than those in typical epidemiology prime…

RT @rlmcelreath: Looks useful for ecol & evol folks. The examples will be more familiar & relevant than those in typical epidemiology prime…

RT @rlmcelreath: Looks useful for ecol & evol folks. The examples will be more familiar & relevant than those in typical epidemiology prime…

RT @rlmcelreath: Looks useful for ecol & evol folks. The examples will be more familiar & relevant than those in typical epidemiology prime…

RT @bjjbarrett: Two useful primers on causal inference as I have been going down the rabbit hole. This is directed towards EEB crowd. https…

RT @rlmcelreath: Looks useful for ecol & evol folks. The examples will be more familiar & relevant than those in typical epidemiology prime…

This looks super useful: Biologist guide to Causal Inference (& model selection).

RT @bjjbarrett: Two useful primers on causal inference as I have been going down the rabbit hole. This is directed towards EEB crowd. https…

RT @rlmcelreath: Looks useful for ecol & evol folks. The examples will be more familiar & relevant than those in typical epidemiology prime…

RT @rlmcelreath: Looks useful for ecol & evol folks. The examples will be more familiar & relevant than those in typical epidemiology prime…

RT @rlmcelreath: Looks useful for ecol & evol folks. The examples will be more familiar & relevant than those in typical epidemiology prime…

RT @rlmcelreath: Looks useful for ecol & evol folks. The examples will be more familiar & relevant than those in typical epidemiology prime…

RT @rlmcelreath: Looks useful for ecol & evol folks. The examples will be more familiar & relevant than those in typical epidemiology prime…

RT @rlmcelreath: Looks useful for ecol & evol folks. The examples will be more familiar & relevant than those in typical epidemiology prime…

RT @rlmcelreath: Looks useful for ecol & evol folks. The examples will be more familiar & relevant than those in typical epidemiology prime…

RT @rlmcelreath: Looks useful for ecol & evol folks. The examples will be more familiar & relevant than those in typical epidemiology prime…

RT @rlmcelreath: Looks useful for ecol & evol folks. The examples will be more familiar & relevant than those in typical epidemiology prime…

RT @rlmcelreath: Looks useful for ecol & evol folks. The examples will be more familiar & relevant than those in typical epidemiology prime…

RT @rlmcelreath: Looks useful for ecol & evol folks. The examples will be more familiar & relevant than those in typical epidemiology prime…

RT @rlmcelreath: Looks useful for ecol & evol folks. The examples will be more familiar & relevant than those in typical epidemiology prime…

RT @rlmcelreath: Looks useful for ecol & evol folks. The examples will be more familiar & relevant than those in typical epidemiology prime…

Looks useful for ecol & evol folks. The examples will be more familiar & relevant than those in typical epidemiology primers. Fig 1 is a whole mood. Would replace "draw DAG" with "write model", since in bio/ecol we often know enough to write fully

Two useful primers on causal inference as I have been going down the rabbit hole. This is directed towards EEB crowd. https://t.co/54zjXcUYCV

RT @JM_Goodrich_EHS: A true gem by @ZachLaubach @_whichwei @EpiEllie explaining casual inference and modeling considerations: A biologist…

RT @JM_Goodrich_EHS: A true gem by @ZachLaubach @_whichwei @EpiEllie explaining casual inference and modeling considerations: A biologist…

A true gem by @ZachLaubach @_whichwei @EpiEllie explaining casual inference and modeling considerations: A biologist's guide to model selection and causal inference | Proceedings of the Royal Society B: Biological Sciences https://t.co/ZS2MFH9YO0

What’s a good way to make sense of complex biological data? A new paper by Foundation-funded researcher, Zachary Laubach, lays the groundwork for scientists faced with this problem. Learn more: https://t.co/DZ3jXygQnB https://t.co/agJzukLiku

RT @HokeCSU: Zach Laubach led this great primer causal modeling - relevant especially for long term observational studies but for all resea…

Last week I could access this, this week I can't. I just wasted an hour trying to debug access. Paywalls for science have a huge cost. All articles should be open and free to the world. https://t.co/Re0IZutNhk

Sounds interesting. Model selection appears trendy these days I might finally understand why..

RT @pash22: A biologist's guide to model selection and causal inference https://t.co/Nt4vWxL7Vt via @ZachLaubach et al https://t.co/mMiEG7H…

RT @RSocPublishing: New Review in #ProcB - A biologist's guide to model selection and causal inference @EpiEllie #Behaviour #Epidemiology h…

RT @RSocPublishing: New Review in #ProcB - A biologist's guide to model selection and causal inference @EpiEllie #Behaviour #Epidemiology h…

RT @RSocPublishing: New Review in #ProcB - A biologist's guide to model selection and causal inference @EpiEllie #Behaviour #Epidemiology h…

RT @RSocPublishing: New Review in #ProcB - A biologist's guide to model selection and causal inference @EpiEllie #Behaviour #Epidemiology h…

RT @RSocPublishing: New Review in #ProcB - A biologist's guide to model selection and causal inference @EpiEllie #Behaviour #Epidemiology h…

RT @RSocPublishing: New Review in #ProcB - A biologist's guide to model selection and causal inference @EpiEllie #Behaviour #Epidemiology h…

RT @RSocPublishing: New Review in #ProcB - A biologist's guide to model selection and causal inference @EpiEllie #Behaviour #Epidemiology h…

RT @RSocPublishing: New Review in #ProcB - A biologist's guide to model selection and causal inference @EpiEllie #Behaviour #Epidemiology h…

RT @RSocPublishing: New Review in #ProcB - A biologist's guide to model selection and causal inference @EpiEllie #Behaviour #Epidemiology h…

A biologist's guide to model selection and causal inference https://t.co/Nt4vWxL7Vt via @ZachLaubach et al https://t.co/mMiEG7HHZK

New Review in #ProcB - A biologist's guide to model selection and causal inference @EpiEllie #Behaviour #Epidemiology https://t.co/4AABOlxOYN https://t.co/olXeV6OM6W

RT @EpiEllie: Good morning biologists! Curious about causal inference but don't know where to start? Check out our new paper @_whichwei @…

RT @EpiEllie: Good morning biologists! Curious about causal inference but don't know where to start? Check out our new paper @_whichwei @…

RT @KrisAnathema: A #biologist's guide to #ModelSelection and #CausalInference "Review of most recent causal inference literature and desc…

RT @caglarbakcay: A biologist's guide to model selection and causal inference | Proceedings of the Royal Society B: Biological Sciences htt…

RT @cowbirdlab: @HokeCSU @LabSafran