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Emulate randomized clinical trials using heterogeneous treatment effect estimation for personalized treatments: Methodology review and benchmark

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Year: 2022
Type: review
Source: Journal of Biomedical Informatics
DOI: 10.1016/j.jbi.2022.104256
Authors: Yaobin Ling, Pulakesh Upadhyaya, Luyao Chen, Xiaoqian Jiang, Yejin Kim
Institution: The University of Texas Health Science Center at Houston
Language: English

Topic: Advanced Causal Inference Techniques
Subfield: Statistics and Probability
Field: Mathematics
Domain: Physical Sciences
SDG: Good health and well-being

Open Access status: bronze

Funders: Cancer Prevention and Research Institute of Texas, National Institutes of Health, National Institute on Aging
Awards: Recruitment of Rising Stars, Finding combinatorial drug repositioning therapy for Alzheimer's disease and related dementias
OpenAlex ID: W4310170174
FWCI: 0.773
Cites: 48
Cited by: 31
Related to: 10
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