konfound-project / konfound

R package for carrying out sensitivity analysis
https://konfound-project.github.io/konfound/
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JOSS paper edits #81

Closed jrosen48 closed 4 months ago

jrosen48 commented 4 months ago

Vanderweel’s E-value package deals with sensitivity for omitted variables for dichotomous outcomes. It is an improvement on Rosenbaum. We address dichotomous outcomes through case replacement and fragility. Cinelli’s Robustness index deals with sensitivity of an estimate for continuous outcomes in terms of omitted variables. ITCV accounts for simultaneous changes in estimates and standard errors. RIR is an entirely different approach Many others used simulation based approaches (e.g., Carnegie et al). E.g. Franks et al. Baer et al. Our approach uses closed form expressions to generate a single term representing sensitivity. Oster’s coefficient of proportionality focuses only on selection into the treatment based on unobservables versus observables necessary to nullify an estimate. ITCV focuses on relationship of the unobservable to the predictor of interest and to the outcome. Sensitivity analyses broadly reviewed here. Frank, K.A., Lin, Q., Xu, R., Maroulis, S.J., Mueller, A. (on-line first). Quantifying the Robustness of Causal Inferences: Sensitivity Analysis for Pragmatic Social Science. Social Science Research. 110, 102815. ERIC:ED628601

jrosen48 commented 4 months ago

@wwang93 could you look at issue 6 above? You can see the latest version of the paper here: https://github.com/openjournals/joss-papers/blob/joss.05779/joss.05779/10.21105.joss.05779.pdf

jrosen48 commented 4 months ago

@wwang93 another issue that would be helpful to look at - issue 3 above. For some reason, Ken's first initials are appearing in the in-text citations, so they read as e.g. K.A. Frank et al. (2022) instead of Frank et al. (2022). Could you look into how the references are entered in the .bib file for the paper?

jrosen48 commented 4 months ago

As a note,

jrosen48 commented 4 months ago

I will address 2 and 5, @qinyun-lin if you wanted to weigh in on 5, then that would be welcome but not necessary.

wwang93 commented 4 months ago

@wwang93 could you look at issue 6 above? You can see the latest version of the paper here: https://github.com/openjournals/joss-papers/blob/joss.05779/joss.05779/10.21105.joss.05779.pdf

jrosen48 commented 4 months ago

Yep https://github.com/konfound-project/konfound/commit/a2ee5b9068e721e1cf5f442d508be00615918be8 from you addresses issue 6, editing above

fartist commented 4 months ago

I am fine with the current version.

From: Joshua Rosenberg @.> Date: Tuesday, February 20, 2024 at 4:46 PM To: konfound-project/konfound @.> Cc: Feeeeeeeeeeng @.>, Mention @.> Subject: Re: [konfound-project/konfound] JOSS paper edits (Issue #81)

Yep a2ee5b9https://github.com/konfound-project/konfound/commit/a2ee5b9068e721e1cf5f442d508be00615918be8 from you addresses issue 6, editing above

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jrosen48 commented 4 months ago

thx @fartist, edited the checklist above accordingly

jrosen48 commented 4 months ago

issues 3 and 5 should now be addressed in https://github.com/konfound-project/konfound/commit/09c675f6d079ca77f067df77902078ff5033867c; waiting for the checks to pass before merging and re-rendering the PDF

jrosen48 commented 4 months ago

These issues are now all addressed. The paper can be previewed here: https://github.com/openjournals/joss-papers/blob/joss.05779/joss.05779/10.21105.joss.05779.pdf

jrosen48 commented 4 months ago

issues four and five above are addressed in these first three paragraphs, which have been substantially revised:

Screenshot 2024-02-23 at 12 10 21 PM