Inferring Causality from Observational Studies: The Role of Instrumental Variable Analysis.
Sign Up to like & getrecommendations! Published in 2021 at "Kidney international"
DOI: 10.1016/j.kint.2021.03.018
Abstract: Inferring causality from observational studies can be challenging because of the perennial threat of biases from selection, measurement, and confounding. The gold standard study design in clinical research is the randomized controlled trial, since random… read more here.
Keywords: causality observational; analysis; instrumental variable; inferring causality ... See more keywords
Inferring causality in biological oscillators.
Sign Up to like & getrecommendations! Published in 2021 at "Bioinformatics"
DOI: 10.1093/bioinformatics/btab623
Abstract: MOTIVATION Fundamental to biological study is identifying regulatory interactions. The recent surge in time-series data collection in biology provides a unique opportunity to infer regulations computationally. However, when components oscillate, model-free inference methods, while easily… read more here.
Keywords: time series; causality biological; model; causality ... See more keywords