Results 41 to 50 of about 64,095 (292)
mma: An R Package for Mediation Analysis with Multiple Mediators
Mediation refers to the effect transmitted by mediators that intervene in the relationship between an exposure and a response variable. Mediation analysis has been broadly studied in many fields.
Qingzhao Yu, Bin Li
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G-computation demonstration in causal mediation analysis [PDF]
Recent work has considerably advanced the definition, identification and estimation of controlled direct, and natural direct and indirect effects in causal mediation analysis. Despite the various estimation methods and statistical routines being developed, a unified approach for effect estimation under different effect decomposition scenarios is still ...
Wang, Aolin, Arah, Onyebuchi
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ABSTRACT Pediatric gastroenteropancreatic neuroendocrine neoplasms (GEP‐NENs) are extremely rare and clinically heterogeneous. Management has largely been extrapolated from adult practice. This European Standard Clinical Practice Guideline (ESCP), developed by the EXPeRT network in collaboration with adult NEN experts, provides (adult) evidence ...
Michaela Kuhlen +23 more
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IntroductionThe gut microbiota (GM) influences the occurrence and progression of lung cancer (LC), with potential involvement of immune cells (IC).
Zhiting Chen +6 more
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ABSTRACT Background Pediatric sarcomas are a heterogeneous group of tumors that contribute disproportionately to cancer mortality in children. Although congenital anomalies are among the strongest known risk factors for childhood cancer, the risk of specific sarcoma subtypes among affected individuals has not yet been thoroughly evaluated. Procedure We
Russ Wolters +17 more
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GAN-CMA: Causal Mediation Analysis Based on Generative Adversarial Network
Causal Mediation Analysis plays a vital role in fields such as social sciences, medicine, and education, particularly in uncovering the mechanisms by which treatment variables influence outcomes through mediating pathways.
Haiyue Zhang +5 more
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Estimating the mechanisms that connect explanatory variables with the explained variable, also known as "mediation analysis," is central to a variety of social-science fields, especially psychology, and increasingly to fields like epidemiology,.
Tingley, Dustin, Hicks, Raymond
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ABSTRACT Background Therapeutic apheresis (TA) is an established treatment modality for hematologic, neurologic, and immunologic disorders, yet access remains severely limited in sub‐Saharan Africa. Donor apheresis, including platelet apheresis collection from healthy donors, represents an important complementary modality supporting blood product ...
Nosa Bazuaye +33 more
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Direct and Indirect Effects under Sample Selection and Outcome Attrition
This paper extends the evaluation of direct and indirect treatment effects, i.e., mediation analysis, to the case that outcomes are only partially observed due to sample selection or outcome attrition. We assume sequential conditional independence of the
Martin Huber, Anna Solovyeva
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Applied mediation analyses: a review and tutorial [PDF]
In recent years, mediation analysis has emerged as a powerful tool to disentangle causal pathways from an exposure/treatment to clinically relevant outcomes.
Theis Lange +3 more
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