Physiotherapy exam 2022-05-06

Degrees: Physiotherapy
Date: May 6, 2022

Question 1

A basketball player scores 12 points per game on average.

What is the probability that the player scores more than 4 points in a quarter?
If the player plays 10 games in a league, what is the probability of scoring less than 6 points in some game?

Let $X$ be the points scored in a quarter by the player. Then $X \sim P (3)$ , and $P (X > 4) = 0.1847$ .
Let $Y$ be the number of points scored in a game by the player. Then $Y \sim P (12)$ and $P (Y < 6) = 0.0203$ .
Let $Z$ be the number of games with less than 6 points scored by the player. Then $Z \sim B (10, 0.0203)$ , and $P (Z > 0) = 0.1858$ .

Question 2

8% of people in a population consume cocaine. It is also known that 4% of people who consume cocaine have a heart attack and 10% of people who have a heart attack consume cocaine.

Construct the probability tree for the random experiment of drawing a random person from the population and measuring if he or she consumes cocaine and if he or she has a heart attack.
Compute the probability that a random person of the population does not consume cocaine and does not have a heart attack.
Are the events of consuming cocaine and having a heart attack dependent?
Compute the relative risk and the odds ratio of suffering a heart attack consuming cocaine. Which association measure is more suitable for this study? Interpret it.

Show solution

Let $C$ the event of consuming cocaine and $H$ the event of having a heart attack.

$P (\overset{―}{C} \cap \overset{―}{H}) = 0.8912$ .
The events are dependent as $P (C) = 0.08 \neq P (C | H) = 0.1$ .
$R R (H) = 1.2778$ and $O R (H) = 1.2894$ . The odds ratio is more suitable as the study is retrospective. That means that the odds of having a heart attack is $1.2894$ times greater if a person consumes cocaine.

Question 3

The creatine phosphokinase (CPK3) is an enzyme in the body that causes the phosphorylation of creatine. This enzyme is found in the skeletal muscle and can be measured in a blood analysis. The concentration of CPK3 in blood is normally distributed, and the interval centred at the mean with the reference values, that accumulates 99% of the population, ranges from 40 to 308 IU/L in healthy adult males.

Compute the mean and the standard deviation of the concentration of CPK3 in healthy males.
A diagnostic test to detect muscular dystrophy gives a negative outcome when the concentration of CPK3 is below 300 UI/L. Compute the specificity of the test.
If the concentration of CPK3 in people with muscular dystrophy also follows a normal distribution with mean 350 IU/L and the same standard deviation, what is the sensitivity of the test?
Compute the predictive values of the test and interpret them assuming that the muscular dystrophy prevalence is 8%.

Show solution

$μ = 174$ IU/L and $σ = 51.938$ IU/L.
Specificity = $0.9924$ .
Sensitivity = $0.8321$ .
The test is better to confirm the disease as the specificity is greater than the sensitivity.
PPV = $0.9046$ . Thus, we can diagnose the disease with a positive outcome.
NPV = $0.9855$ . Thus, we can rule out the disease with a negative outcome.

Last updated on May 12, 2022