Plots depict coefficients from multivariable linear regression of log10 bias factor on quantiles of 𝚫Se and 𝚫Sp (reference category=0)

Exposure prevalence = 0.1 | Risk in unexposed = 0.01

True RR = 1

Se = 0.8 image_label image_label image_label image_label image_labelSe = 0.5 image_label image_label image_label image_label image_label

True RR = 1.5

Se = 0.8 image_label image_label image_label image_label image_labelSe = 0.5 image_label image_label image_label image_label image_label

True RR = 2

Se = 0.8 image_label image_label image_label image_label image_labelSe = 0.5 image_label image_label image_label image_label image_label

True RR = 5

Se = 0.8image_label image_label image_label image_label image_labelSe = 0.5image_label image_label image_label image_label image_label

Exposure prevalence = 0.1 | Risk in unexposed = 0.10

True RR = 1

Se = 0.8image_label image_label image_label image_label image_label

Se = 0.5image_label image_label

image_label image_label

image_label

True RR = 1.5

Se = 0.8image_label image_label image_label image_label image_labelSe = 0.5 image_label image_label image_label image_label image_label

True RR = 2

Se = 0.8 image_label image_label image_label image_label image_label

Se = 0.5 image_label image_label image_label image_label image_label

True RR = 5

Se = 0.8 image_label image_label image_label image_label image_label

Se = 0.5

image_label image_label image_label image_label image_label

Exposure prevalence = 0.5 | Risk in unexposed = 0.01

True RR = 1

Se = 0.8 image_label image_label image_label image_label image_labelSe = 0.5 image_label image_label image_label image_label image_label

True RR = 1.5

Se = 0.8 image_label image_label image_label image_label image_labelSe = 0.5image_label image_label image_label image_label image_label

True RR = 2

Se = 0.8image_label image_label image_label image_label image_labelSe = 0.5image_label image_label image_label image_label image_label

True RR = 5

Se = 0.8

image_label image_label image_label image_label image_labelSe = 0.5 image_label image_label image_label image_label image_label

Exposure prevalence = 0.5 | Risk in unexposed = 0.10

True RR = 1

Se = 0.8 image_label image_label image_label image_label image_label

Se = 0.5 image_label image_label image_label image_label image_label

True RR = 1.5

Se = 0.8 image_label image_label image_label image_label image_labelSe = 0.5image_label image_label image_label image_label image_label

True RR = 2

Se = 0.8 image_label image_label image_label image_label image_label Se = 0.5image_label image_label image_label image_label image_label

True RR = 5

Se = 0.8 image_label image_label image_label image_label image_label Se = 0.5image_label image_label image_label image_label image_label