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pro vyhledávání: '"Liao, Lauren D."'
Although randomized controlled trials (RCTs) are a cornerstone of comparative effectiveness, they typically have much smaller sample size than observational studies because of financial and ethical considerations. Therefore there is interest in using
Externí odkaz:
http://arxiv.org/abs/2305.19180
Autor:
Liao, Lauren D., Pimentel, Samuel D.
Credible causal effect estimation requires treated subjects and controls to be otherwise similar. In observational settings, such as analysis of electronic health records, this is not guaranteed. Investigators must balance background variables so the
Externí odkaz:
http://arxiv.org/abs/2302.10367
Publikováno v:
The American Statistician, 2024, p. 1-17
Observational studies of treatment effects require adjustment for confounding variables. However, causal inference methods typically cannot deliver perfect adjustment on all measured baseline variables, and there is often ambiguity about which variab
Externí odkaz:
http://arxiv.org/abs/2301.09754
Autor:
Greenwald, Hannah D., Kennedy, Lauren C., Hinkle, Adrian, Whitney, Oscar N., Fan, Vinson B., Crits-Christoph, Alexander, Harris-Lovett, Sasha, Flamholz, Avi I., Al-Shayeb, Basem, Liao, Lauren D., Beyers, Matt, Brown, Daniel, Chakrabarti, Alicia R., Dow, Jason, Frost, Dan, Koekemoer, Mark, Lynch, Chris, Sarkar, Payal, White, Eileen, Kantor, Rose, Nelson, Kara L.
Publikováno v:
In Water Research X 1 August 2021 12
Publikováno v:
American Statistician; Aug2024, Vol. 78 Issue 3, p318-326, 9p
Autor:
Liao, Lauren D.1 (AUTHOR), Ferrara, Assiamira2 (AUTHOR), Greenberg, Mara B.3,4 (AUTHOR), Ngo, Amanda L.2 (AUTHOR), Feng, Juanran2 (AUTHOR), Zhang, Zhenhua5 (AUTHOR), Bradshaw, Patrick T.6 (AUTHOR), Hubbard, Alan E.1 (AUTHOR), Zhu, Yeyi2,7 (AUTHOR) yeyi.zhu@kp.org
Publikováno v:
BMC Medicine. 9/15/2022, Vol. 20 Issue 1, p1-13. 13p.
The only pharmacologic treatment for gestational diabetes (GDM) approved by U.S. Food and Drug Administration is insulin. However, due to improved ease of use and lower cost, oral antidiabetic medications, such as glyburide, are prescribed more commo
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::d657c58457859c6fb6551d0ea7c1f174
http://arxiv.org/abs/2301.09754
http://arxiv.org/abs/2301.09754
Randomized controlled trials (RCTs) are a cornerstone of comparative effectiveness because they remove the confounding bias present in observational studies. However, RCTs are typically much smaller than observational studies because of financial and
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::20279f469679a0f7761f7754b252f54e
Autor:
Liao, Lauren D., Ferrara, Assiamira, Greenberg, Mara B., Ngo, Amanda L., Feng, Juanran, Zhang, Zhenhua, Bradshaw, Patrick T., Hubbard, Alan E., Zhu, Yeyi
Additional file 2: Table S1. Detailed list of potential predictors extracted from electronic health records.
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::1b667fcf3e260d02f47f1ea94a02bd94
Autor:
Liao, Lauren D., Ferrara, Assiamira, Greenberg, Mara B., Ngo, Amanda L., Feng, Juanran, Zhang, Zhenhua, Bradshaw, Patrick T., Hubbard, Alan E., Zhu, Yeyi
Additional file 9: Table S7. Interaction term(s) selection for the simplified logistic regression models built upon the most influential predictors from levels 1-4 selected from the complex super learner.
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::089cd968adc6de9be6ec8e49bef2d2f3