(Reliability and validity) Flashcards

1
Q

Quality assurance

A

Prior to data collection (through protocol and manuals of operation)

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2
Q

Quality control

A

During data collection and processing

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3
Q

How do we measure reliability?

A
  • % agreement
  • kappa
  • icc
  • bland-altman plots
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4
Q

How do we measure validity?

A
  • sensitivity/specificity
  • ROC/c-statistic
  • Bland-altman plots
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5
Q

How to adjust for self-reporting bias

A

with a validation study and by directly adjusting for mismeasured exposures using the relationship bw the gold standard measurement and mismeasured exposure

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6
Q

Sensitivity=

A

True positives/(all positives)

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7
Q

Specificity=

A

True negatives/(all negatives)

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8
Q

Positive likelihood ratio

A

Sensitivity/(1-specificity)

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9
Q

Negative likelihood ratio

A

(1-sensitivity)/specificity

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10
Q

Limits to extrapolating Se and Sp across studies

A
  • Se and Sp for specific tests often not directly generalizable across populations
  • Depending on severity of condition, prevalence of other diseases that would also test positive, association between self-report and other characteristics
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11
Q

Which of Se and Sp is important to determine the bias in the effect measure

A

Specificity

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12
Q

ROC curve: what happens when we select a higher criterion value (axis x)

A

false positive fraction decrease with increased specificity
but
true positive fraction and sensitivity will decrease

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13
Q

Uninformative test has AUC of…

A

0.5 (area under the curve)

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