Statistics Related to InterventionalCardiology Procedures Flashcards

1
Q

What is the primary endpoint in clinical trials?

A

The primary endpoint is the main question that the trial is designed and powered to answer.

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2
Q

How should subgroups of patients be viewed in clinical trials?

A

Subgroups should be viewed for consistency based on patient and disease characteristics.

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3
Q

What is likely to be seen in treatment effects among subgroups?

A

Quantitative differences in treatment effect may favor certain subgroups, but qualitative differences are unlikely.

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4
Q

Why are randomized clinical trials (RCTs) preferred over observational studies?

A

RCTs are preferred because they are designed to minimize bias and provide stronger evidence for treatment effectiveness.

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5
Q

What is a potential limitation when applying RCT results to different populations?

A

The results may not generalize if the trial was conducted in a different population than the patient of interest.

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6
Q

What is the significance of blinding in clinical trials?

A

Blinding reduces bias in treatment effect assessments by preventing investigators and patients from knowing the treatment assignments.

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7
Q

What does Type II error (β) represent in clinical trials?

A

Type II error occurs when no effect is seen when, in fact, a treatment effect truly exists.

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8
Q

What is the relationship between Type II error and trial power?

A

One minus the Type II error (1 - β) is known as the trial’s power.

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9
Q

What is the primary benefit of randomizing patients into treatment groups?

A

Randomization balances covariate information across groups, ensuring observed associations are due to treatment.

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10
Q

What are competing risks in statistical analysis?

A

Competing risks modify the chances of occurrence of an event of interest or hinder its occurrence.

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11
Q

What is Absolute Risk Reduction (ARR)?

A

ARR is the difference in event risk between the treatment and placebo groups.

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12
Q

How is the Number Needed to Treat (NNT) calculated?

A

NNT is calculated as 1 divided by the risk difference (ARR).

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13
Q

What are the key components of diagnostic test evaluation?

A

Sensitivity, specificity, positive predictive value, negative predictive value, and accuracy.

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14
Q

What does high sensitivity in a diagnostic test indicate?

A

High sensitivity indicates a low chance of missing a disease.

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15
Q

What is the potential issue with using box plots for correlated data?

A

Box plots cannot adequately represent data with a correlation structure due to non-independence of data points.

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16
Q

What is the main drawback of observational studies?

A

Observational studies do not randomize patients, making it difficult to establish causality.

17
Q

What is the significance of the equivalence margin in clinical trials?

A

The equivalence margin defines the maximum allowable difference between treatments to consider them equivalent.

18
Q

What is the role of case-control studies in clinical research?

A

Case-control studies provide preliminary information using previously collected data to identify associations.

19
Q

What is the implication of underpowered studies?

A

Underpowered studies result in wide confidence intervals, making it difficult to detect treatment effects.

20
Q

Fill in the blank: The _______ method uses first and subsequent events as long as the subject is still being observed.

A

Andersen–Gill