Math Problem Statement
The following contingency table summarizes the drug test results for 383 test-takers: Positive Negative Total Doesn't use drugs 2 161 163 Correct Uses drugs 212 8 220 Correct Total 214 Correct 169 Correct 383 Correct For a randomly selected test administration, find the following probabilities. (Round the answers to 4 decimal places.)
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The probability that the test result is positive:
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The probability of a false positive:
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The probability of an error:
Solution
Let's analyze the given contingency table:
Positive | Negative | Total | |
---|---|---|---|
Doesn't use drugs | 2 | 161 | 163 |
Uses drugs | 212 | 8 | 220 |
Total | 214 | 169 | 383 |
From this table, we can calculate the required probabilities.
1) The probability that the test result is positive:
The probability that the test result is positive is given by the ratio of the total number of positive results to the total number of test-takers:
Let's calculate:
2) The probability of a false positive:
A false positive occurs when the test result is positive, but the person does not use drugs. This is given by the ratio of the number of false positives (people who don't use drugs but test positive) to the total number of test-takers:
Let's calculate:
3) The probability of an error:
An error occurs either from a false positive or a false negative. Therefore, the probability of an error is the sum of the probabilities of a false positive and a false negative. A false negative occurs when the test result is negative, but the person uses drugs. So we sum the two errors:
Let's calculate:
Summary of probabilities:
- Probability that the test result is positive: 0.5585
- Probability of a false positive: 0.0052
- Probability of an error: 0.0261
Would you like further details or clarification on any part?
Here are 5 related questions for further practice:
- What is the probability that the test result is negative?
- What is the probability that the test result is negative given that the person uses drugs?
- What is the probability of a false negative?
- What is the probability that the person uses drugs given a positive result?
- What is the probability that the person does not use drugs given a negative result?
Tip: Probabilities related to errors are often essential in medical testing to assess the accuracy of diagnostic tools.
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Math Problem Analysis
Mathematical Concepts
Probability
Contingency Tables
Conditional Probability
Formulas
P(Positive) = Total Positive Results / Total Test-takers
P(False Positive) = False Positives / Total Test-takers
P(Error) = (False Positives + False Negatives) / Total Test-takers
Theorems
Law of Total Probability
Suitable Grade Level
Grades 9-12
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