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Causal Effect of Tooth Loss on Cardiovascular Diseases

Journal of dentistry research, 2022
Many studies suggest associations between oral health and cardiovascular diseases, but there is a lack of causal evidence. Exploiting exogenous variation in tooth loss in US adults due to differential childhood exposure to fluoridated water, this study ...
Y. Matsuyama, H. Jürges, S. Listl
semanticscholar   +1 more source

Relating Granger causality to long-term causal effects

Physical Review E, 2015
In estimation of causal couplings between observed processes, it is important to characterize coupling roles at various time scales. The widely used Granger causality reflects short-term effects: it shows how strongly perturbations of a current state of one process affect near future states of another process, and it quantifies that via prediction ...
Dmitry A, Smirnov, Igor I, Mokhov
openaire   +2 more sources

Estimating the causal effect of measured endogenous variables: A tutorial on experimentally randomized instrumental variables

, 2020
Omitted variables create endogeneity and thus bias the estimation of the causal effect of measured variables on outcomes. Such measured variables are ubiquitous and include perceptions, attitudes, emotions, behaviors, and choices.
G. Sajons
semanticscholar   +1 more source

Causal conflicts produce domino effects

Quarterly Journal of Experimental Psychology, 2020
Inconsistent beliefs call for revision—but which of them should individuals revise? A long-standing view is that they should make minimal changes that restore consistency. An alternative view is that their primary task is to explain how the inconsistency arose.
Sangeet Khemlani, PN Johnson-Laird
openaire   +2 more sources

Counterfactual Causal-Effect Intervention for Interpretable Medical Visual Question Answering

IEEE Transactions on Medical Imaging
Medical Visual Question Answering (VQA-Med) is a challenging task that involves answering clinical questions related to medical images. However, most current VQA-Med methods ignore the causal correlation between specific lesion or abnormality features ...
Linqin Cai   +3 more
semanticscholar   +1 more source

End-To-End Causal Effect Estimation from Unstructured Natural Language Data

Neural Information Processing Systems
Knowing the effect of an intervention is critical for human decision-making, but current approaches for causal effect estimation rely on manual data collection and structuring, regardless of the causal assumptions.
Nikita Dhawan   +4 more
semanticscholar   +1 more source

Probabilistic Easy Variational Causal Effect

arXiv.org
Let $X$ and $Z$ be random vectors, and $Y=g(X,Z)$. In this paper, on the one hand, for the case that $X$ and $Z$ are continuous, by using the ideas from the total variation and the flux of $g$, we develop a point of view in causal inference capable of ...
U. Faghihi, A. Saki
semanticscholar   +1 more source

The Causal Effect of Service Satisfaction on Customer Loyalty

Management Sciences, 2020
We propose an instrumental-variable (IV) approach to estimate the causal effect of service satisfaction on customer loyalty by exploiting a common source of randomness in the assignment of service employees to customers in service queues.
Guofang Huang, K. Sudhir
semanticscholar   +1 more source

Analyzing Causal Effects

2008
In the above chapters we have outlined potential causal effects on a case-by-case basis while reporting on the evidence collected through our interviews. In this chapter we present findings from a regression analysis of the quantitative data obtained from our self-completion questionnaire, designed to systematically detect causal relationships.
Gertrud Erismann-Peyer   +2 more
openaire   +1 more source

Identifiability of causal effect for a simple causal model

Science China Mathematics, 2002
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Zheng, Zhongguo   +2 more
openaire   +2 more sources

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