Quality assurance
Prior to data collection (through protocol and manuals of operation)
Quality control
During data collection and processing
How do we measure reliability?
How do we measure validity?
How to adjust for self-reporting bias
with a validation study and by directly adjusting for mismeasured exposures using the relationship bw the gold standard measurement and mismeasured exposure
Sensitivity=
True positives/(all positives)
Specificity=
True negatives/(all negatives)
Positive likelihood ratio
Sensitivity/(1-specificity)
Negative likelihood ratio
(1-sensitivity)/specificity
Limits to extrapolating Se and Sp across studies
Which of Se and Sp is important to determine the bias in the effect measure
Specificity
ROC curve: what happens when we select a higher criterion value (axis x)
false positive fraction decrease with increased specificity
but
true positive fraction and sensitivity will decrease
Uninformative test has AUC of…
0.5 (area under the curve)