Upstream differential measurement error in pulse oximetry can be formalized as testable violations of information bias, representativeness, equality of opportunity, and outcome disparity, which compound into racial treatment and ventilation gaps.
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Tutorial reviewing and comparing methods to correct measurement error in outcomes and multiple covariates, with a running example, data, and code for reproduction.
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Data (in)equities in data science: Dissecting systemic and systematic biases in pulse oximetry
Upstream differential measurement error in pulse oximetry can be formalized as testable violations of information bias, representativeness, equality of opportunity, and outcome disparity, which compound into racial treatment and ventilation gaps.
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Methods to address measurement error in both Outcome and Covariates
Tutorial reviewing and comparing methods to correct measurement error in outcomes and multiple covariates, with a running example, data, and code for reproduction.