Week 9 - validity of diagnostic measures Flashcards
Purpose of diagnostic Accuracy studies
- determine if ‘new” test (index test) is accurate based on gold standard (reference test)
- true status = presence/absence of condition of interest
design of diagnostic accuracy studies
- cohort studies
- participants: people at risk for condition of interest
- procedure: all participants administered index test and gold standard test
- outcomes of both tests are compared
Validity in diagnostic design
- researcher taking index measurement should be blinded to result of reference test
- testers should be evaluated for reliability
- timing of index and reference test
- standards for reporting of diagnostic accuracy (STARD): checklist for essential elements of design, analysis, interpretation of diagnostic test studies
Sensitivity:
how correct is test for people with disorder
- True positive/(true positive+False negative)
Specificity
how correct is test for people without disorder
- = True negative/(false positive+true negative)
Positive predictive value
= probability of having the disorder if test results is positive
- PPV is analogous to clinical situation - looking at the probability the person has disorder- PPV = TP/(TP+FP)
Negative predictive value
- Probability of not having disorders if index test result is negative
= TN/(TN+FN)
What are PPV and NPV dependent on and define it
- prevalence: proportion of population with given disorder at given point in time
- values vary in different populations with different disorder prevalence
Likelihood ratios
- Combine benefits of sensitivity and specificity into one index
- indicate how much a diagnostic test will raise of lower the pretest probability of disorder
Pretest probability:
- estimation of likelihood person has disorder based on history and interview
Sensitivity
= TP/(TP+FN)
Specificity
TN/(TN+FP)
Positive likelihood ratio
- probability that person with disorder will test positive
= SENS/ (1-SPec)
Negative likelihood ratio
- probability that person with disorder will test negative
= (1-Sens)/Spec=FN/TN