Math Problem Statement
. A hospital wants to determine the appropriate dosage of a medication for a certain condition. The effectiveness of the medication is known to follow a normal distribution with a mean dosage of 150mg and a standard deviation of 20 mg. What percentage of patients should receive a dosage between 130 mg and 170 mg for the medication to be effective?
Solution:
Solution
To determine what percentage of patients should receive a dosage between 130 mg and 170 mg, given that the effectiveness of the medication follows a normal distribution with a mean of 150 mg and a standard deviation of 20 mg, we can use the properties of the normal distribution.
Step-by-Step Solution:
-
Identify the parameters of the normal distribution:
- Mean () = 150 mg
- Standard deviation () = 20 mg
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Standardize the dosage values (convert to z-scores): We need to find the z-scores corresponding to the dosages of 130 mg and 170 mg. The formula to convert a value to a z-score is:
For mg:
For mg:
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Use the standard normal distribution table (or calculator) to find the probability corresponding to these z-scores:
- The z-score of -1 corresponds to a cumulative probability of approximately 0.1587.
- The z-score of 1 corresponds to a cumulative probability of approximately 0.8413.
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Calculate the percentage between these two z-scores: The percentage of patients who should receive a dosage between 130 mg and 170 mg is the difference between the cumulative probabilities at the two z-scores:
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Convert the result to a percentage:
Final Answer:
Approximately 68.26% of patients should receive a dosage between 130 mg and 170 mg for the medication to be effective.
Do you have any questions or need further details on the calculation? Here are some related questions:
- How do you calculate z-scores for values outside the range of the standard normal distribution?
- What is the significance of the mean and standard deviation in a normal distribution?
- How would the percentage change if the standard deviation was 15 mg instead of 20 mg?
- How can we determine the dosage range for 95% of the population?
- Can we apply the same method if the distribution is not normal?
Tip: In a normal distribution, about 68% of the data falls within one standard deviation of the mean. This is useful for quick approximations.
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Math Problem Analysis
Mathematical Concepts
Statistics
Normal Distribution
Z-Scores
Probability
Formulas
Z = (X - μ) / σ
P(a ≤ X ≤ b) = P(Z ≤ z_b) - P(Z ≤ z_a)
Percentage = Probability × 100
Theorems
68-95-99.7 Rule
Properties of Normal Distribution
Suitable Grade Level
College Level, Advanced High School (AP Statistics)
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