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The music and video apps baked into Surface were designed and built by the Xbox team, but music, particularly in concert with my Xbox, was totally confounding to use.
The big picture here is that Twitter hopes that by making its service less confounding to use — with things like arbitrary character limits on tweets — more people will use Twitter.
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One way of minimizing the risk of confounding is to use data provided by natural experiments with marked changes.
The COCA formalizes this basic idea so that it may be used equally both under and away from the sharp null hypothesis, that is, even when ψ0 ≠ 0, by leveraging the causal model to recover the proxy measure of unobserved confounding Y0 to use for adjustment in the negative control outcome regression model.
For whales, which navigate by echo-location in a similar way to bats, shallow water is a trap, as it confounds their ability to use sound.
Due to the diversity across studies in variables selected to control for confounding we chose to use unadjusted results in meta-analyses.
In this paper, we go beyond the use of control outcomes to detect possible unobserved confounding and propose to use control outcomes in a simple but formal counterfactual-based approach to correct causal effect estimates for bias due to unobserved confounding.
The positive association observed among women already experiencing PMS at the time of 25OHD measurement is likely due to confounding by indication related to use of dietary supplements to treat menstrual symptoms.
The framing is erratic, logic shonky and for every cliche Abraham confounds (the call not to use any music other than that which Hank performs is admirable), there's three he clings to (barely a letter goes by without being read aloud).
To avoid unnecessarily confounding the results, we decided to use only the antibiotic rifampicin, the anti-fungal clotrimazole and the fatty acid amide anandamide as SXR activators in subsequent experiments.
In this manuscript and the associated appendices, I describe the general framework and detailed specifics of a new method designed to use amplified confounding to estimate total residual confounding and an unconfounded treatment effect estimate.
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