Dealing with missing data using the Heckman selection model: methods primer for epidemiologists.

International journal of epidemiology(2023)

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Journal Article Dealing with missing data using the Heckman selection model: methods primer for epidemiologists Get access Johanna Muñoz, Johanna Muñoz Julius Centre for Health Sciences and Primary Care, Utrecht Medical Center, Utrecht, The Netherlands Corresponding author. Julius Centre for Health Sciences and Primary Care, Utrecht Medical Center, Universiteitsweg 100, Utrecht 3584 CG, The Netherlands. E-mail: j.munozavila@umcutrecht.nl https://orcid.org/0000-0002-2384-5415 Search for other works by this author on: Oxford Academic PubMed Google Scholar Heather Hufstedler, Heather Hufstedler Heidelberg Institute of Global Health, Universitätsklinikum Heidelberg, Heidelberg, Germany https://orcid.org/0000-0002-9660-2019 Search for other works by this author on: Oxford Academic PubMed Google Scholar Paul Gustafson, Paul Gustafson Department of Statistics, University of British Columbia, Vancouver, BC, Canada https://orcid.org/0000-0002-2375-5006 Search for other works by this author on: Oxford Academic PubMed Google Scholar Till Bärnighausen, Till Bärnighausen Heidelberg Institute of Global Health, Universitätsklinikum Heidelberg, Heidelberg, Germany Search for other works by this author on: Oxford Academic PubMed Google Scholar Valentijn M T De Jong, Valentijn M T De Jong Julius Centre for Health Sciences and Primary Care, Utrecht Medical Center, Utrecht, The NetherlandsData Analytics and Methods Task Force, European Medicines Agency, Amsterdam, The Netherlands https://orcid.org/0000-0001-9921-3468 Search for other works by this author on: Oxford Academic PubMed Google Scholar Thomas P A Debray Thomas P A Debray Julius Centre for Health Sciences and Primary Care, Utrecht Medical Center, Utrecht, The Netherlands https://orcid.org/0000-0002-1790-2719 Search for other works by this author on: Oxford Academic PubMed Google Scholar International Journal of Epidemiology, Volume 52, Issue 1, February 2023, Pages 5–13, https://doi.org/10.1093/ije/dyac237 Published: 04 January 2023 Article history Received: 26 April 2022 Editorial decision: 29 November 2022 Accepted: 14 December 2022 Published: 04 January 2023
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关键词
Heckman selection model,causal inference,exclusion restriction variables,missing data,real world data,selection bias
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