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H. Zuo

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Open access Oct 2026

Quantifying Systematic Bias in Observational Causal Estimates Using Negative Controls: The Bias Attribution Fraction

Importance. Observational studies dominate evidence in cardiovascular outcomes research, yet no widely adopted reporting standard requires authors to disclose how much of an observed association is attributable to systematic error. The negative-control calibration framework of the Observational Health Data Sciences and...

Z. Zeng, J. Wang, H. Zuo et al. · 0 citations

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