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In: Statistics and Probability

Explain the concept of survival analyses and why they are used in clinical research (1pt). Give...

Explain the concept of survival analyses and why they are used in clinical research (1pt). Give TWO examples of a situation where survival analysis would be useful (1pt) and also which statistical analysis tools are utilized (1pt) in evaluating survival analyses.

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Expert Solution

Solution:-

1. Concept of Survival Analysis and why they are used in clinical research.

Ans: - Survival Analysis is the analysis or detailed examination of survival time data, where survival time is the time for occurrence of a specific event (time to respond to an event, time to death etc.) taking non-negative values.

Analysis regarding:-

Ø What proportion of a population which will survive past a certain time.

Ø Those that survive, at what rate will they die or fail, etc.

Survival analyses are used in clinical research because Survival analysis provides a great tool for analyzing the time to an event type of data, which is very common in any clinical trial.

2. Two example of a situation where survival analysis will be useful.

Ø Time from manufacture of a component to component failure.

Ø Time from HIV diagnosis to AIDS development.

3. There are several tools available to analyze time-to-event curves such as:-

Ø Cox proportional hazards.

Ø Log-rank.

Ø Wilcoxon two sample tests.

But, The Cox proportional hazards model has been the most widely used statistical tool which is utilize in evaluating survival analyses because of its applicability to a wide variety of clinical studies.

                                                      


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