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:

z=xμσz = \frac{x - \mu}{\sigma}

Where:

  • xx is the given dosage,
  • μ\mu is the mean (150 mg),
  • σ\sigma is the standard deviation (20 mg).

For 130 mg:

z130=13015020=2020=1z_{130} = \frac{130 - 150}{20} = \frac{-20}{20} = -1

For 170 mg:

z170=17015020=2020=1z_{170} = \frac{170 - 150}{20} = \frac{20}{20} = 1

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 z=1z = -1, the cumulative probability is approximately 0.1587.
  • For z=1z = 1, 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 z=1z = -1 from the probability for z=1z = 1:

P(130mg<x<170mg)=P(z=1)P(z=1)P(130 \, \text{mg} < x < 170 \, \text{mg}) = P(z = 1) - P(z = -1) P(130mg<x<170mg)=0.84130.1587=0.6826P(130 \, \text{mg} < x < 170 \, \text{mg}) = 0.8413 - 0.1587 = 0.6826

Step 4: Convert to Percentage

To express this probability as a percentage, multiply by 100:

0.6826×100=68.26%0.6826 \times 100 = 68.26\%

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:

  1. How do you calculate the z-score for a given value in a normal distribution?
  2. What is the significance of the standard normal distribution in medicine?
  3. How can this dosage range be adjusted if the standard deviation changes?
  4. What percentage of patients would need a dosage less than 130 mg?
  5. 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.

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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