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2 - Sensitivity and specificity

Published online by Cambridge University Press:  05 March 2012

Jeremy Price
Affiliation:
The Canberra Hospital, Canberra, Australia
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Summary

A number of useful statistics can be derived from a matrix table which shows the performance of a diagnostic test compared to a defined reference or “gold” standard.

  1. Total subjects tested = TP + FN + FP + TN

  2. Number of subjects with disease = TP + FN

  3. Number of subjects without disease = TN + FP

  4. Sensitivity = percentage correctly identified by the test = TP / (TP + FN)

  5. Specificity = TN / (TN + FP)

  6. PPV = TP / (TP + FP)

  7. NPV = TN / (TN + FN)

  8. Accuracy = percentage of correct results in all tests = (TP + TN) / TOTAL

Note that the prevalence of the target disease in the study population (or pre-test probability) has a significant effect on both PPV and NPV. For example, the PPV of an abnormal MRI finding is greater in a high-risk population than it is in the general population at average risk [5].

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Chapter
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Publisher: Cambridge University Press
Print publication year: 2011

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