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 150 mg 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 solve this problem, we need to determine the percentage of patients who should receive a dosage between 130 mg and 170 mg, given that the effectiveness of the medication follows a normal distribution with a mean (μ) of 150 mg and a standard deviation (σ) of 20 mg.
Step 1: Standardize the Dosages
We will convert the dosages of 130 mg and 170 mg into z-scores using the formula:
Where:
- is the given dosage,
- is the mean (150 mg),
- is the standard deviation (20 mg).
For 130 mg:
For 170 mg:
Step 2: Use the Z-Table (or Normal Distribution Table)
We now need to find the probability associated with each z-score from the standard normal distribution.
- For , the cumulative probability is approximately 0.1587.
- For , the cumulative probability is approximately 0.8413.
Step 3: Calculate the Percentage of Patients
To find the percentage of patients who should receive a dosage between 130 mg and 170 mg, subtract the probability for from the probability for :
Step 4: Convert to Percentage
To express this probability as a percentage, multiply by 100:
Final Answer:
Approximately 68.26% of patients should receive a dosage between 130 mg and 170 mg for the medication to be effective.
Would you like further details on this solution?
Here are 5 related questions to consider:
- How do you calculate the z-score for a given value in a normal distribution?
- What is the significance of the standard normal distribution in medicine?
- How can this dosage range be adjusted if the standard deviation changes?
- What percentage of patients would need a dosage less than 130 mg?
- How can we interpret the results if the dosage range is extended to 120 mg to 180 mg?
Tip: Always visualize the normal distribution curve when working with probabilities to better understand the areas representing certain ranges.
Ask a new question for Free
By Image
Drop file here or Click Here to upload
Math Problem Analysis
Mathematical Concepts
Probability
Normal Distribution
Statistics
Formulas
z = (x - μ) / σ
P(130 mg < x < 170 mg) = P(z = 1) - P(z = -1)
Theorems
Standard Normal Distribution Theorem
Z-score Calculation
Suitable Grade Level
Grades 10-12
Related Recommendation
Calculating Dosage Effectiveness: Normal Distribution Between 130mg and 170mg
90% Confidence Interval for Mean Cholesterol Reduction
Find Standard Deviation of a Normal Distribution with Mean 45 and P(X>52)=0.288
Calculate the Percentage of People with Readings Between 156 and 174 in a Normal Distribution
Probability of Sample Mean for Nicotine Amounts in Cigarettes Using Normal Distribution