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ESTIMATING POPULATION AVERAGE CAUSAL EFFECTS IN THE PRESENCE OF NON-OVERLAP: THE EFFECT OF NATURAL GAS COMPRESSOR STATION EXPOSURE ON CANCER MORTALITY

Most causal inference studies rely on the assumption of overlap to estimate population or sample average causal effects. When data suffer from non-overlap, estimation of these estimands requires reliance on model specifications, due to poor data support. All existing methods to address non-overlap,...

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Vydáno v:Ann Appl Stat
Hlavní autoři: Nethery, Rachel C., Mealli, Fabrizia, Dominici, Francesca
Médium: Artigo
Jazyk:Inglês
Vydáno: 2019
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC6658123/
https://ncbi.nlm.nih.gov/pubmed/31346355
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1214/18-AOAS1231
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