What Is the Probability That 4 or More Recover if a Drug Has No Effect?

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In summary, the conversation discusses the probability of recovery without treatment and how it is affected by the use of a drug. It mentions the number of individuals who recovered with the drug and the need for a control group for a proper scientific assessment of the drug's effectiveness.
  • #1
bartowski
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The probability that an individual recovers from an illness in a one-week time period without treatment is 0.1.
Suppose that 20 independent individuals suffering from this illness are treated with a drug and 4 recover in a one-week time period. If the drug has no effect, what is the probability that 4 or more people recover in a one-week time period?
 
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  • #2
bartowski said:
The probability that an individual recovers from an illness in a one-week time period without treatment is 0.1.
Suppose that 20 independent individuals suffering from this illness are treated with a drug and 4 recover in a one-week time period. If the drug has no effect, what is the probability that 4 or more people recover in a one-week time period?

You're saying the probability of recovery without treatment is 0.1. This means 2 would be expected to recover out of 20 on average. In fact at least 4 people recovered with the drug. To be able to infer the drug had an effect, you really need a placebo treated control group for a proper scientific assessment.

You could possibly use the Poisson distribution to obtain the probability of 4 or more recoveries given the mean is 2. But I'm not sure of the usefulness of such an analysis. Is this one parameter distribution the correct one for your question, or do you need specific information on the variance? In any case, you can't properly assess the drug's effect without a control.
 

FAQ: What Is the Probability That 4 or More Recover if a Drug Has No Effect?

What is probability?

Probability is the measure of the likelihood that an event will occur. It is expressed as a number between 0 and 1, with 0 indicating impossibility and 1 indicating certainty.

How is probability calculated?

Probability is calculated by dividing the number of favorable outcomes by the total number of possible outcomes. This can be represented as a fraction, decimal, or percentage.

What is the difference between theoretical and experimental probability?

Theoretical probability is based on mathematical calculations and assumes that all outcomes are equally likely. Experimental probability is based on actual data collected from experiments or observations.

What is the Law of Large Numbers?

The Law of Large Numbers states that as the number of trials or experiments increases, the experimental probability of an event approaches the theoretical probability.

What are independent and dependent events?

Independent events are events where the outcome of one event does not affect the outcome of another event. Dependent events are events where the outcome of one event does affect the outcome of another event.

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