A(n) ________ design is one in which each experimental unit is randomly assigned to a treatment. A(n) ________ design is one in which the experimental units are paired up.
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- 1. Intro to Stats and Collecting Data1h 14m
- 2. Describing Data with Tables and Graphs1h 55m
- 3. Describing Data Numerically2h 5m
- 4. Probability2h 16m
- 5. Binomial Distribution & Discrete Random Variables3h 6m
- 6. Normal Distribution and Continuous Random Variables2h 11m
- 7. Sampling Distributions & Confidence Intervals: Mean3h 23m
- Sampling Distribution of the Sample Mean and Central Limit Theorem19m
- Distribution of Sample Mean - Excel23m
- Introduction to Confidence Intervals15m
- Confidence Intervals for Population Mean1h 18m
- Determining the Minimum Sample Size Required12m
- Finding Probabilities and T Critical Values - Excel28m
- Confidence Intervals for Population Means - Excel25m
- 8. Sampling Distributions & Confidence Intervals: Proportion1h 25m
- 9. Hypothesis Testing for One Sample3h 29m
- 10. Hypothesis Testing for Two Samples4h 50m
- Two Proportions1h 13m
- Two Proportions Hypothesis Test - Excel28m
- Two Means - Unknown, Unequal Variance1h 3m
- Two Means - Unknown Variances Hypothesis Test - Excel12m
- Two Means - Unknown, Equal Variance15m
- Two Means - Unknown, Equal Variances Hypothesis Test - Excel9m
- Two Means - Known Variance12m
- Two Means - Sigma Known Hypothesis Test - Excel21m
- Two Means - Matched Pairs (Dependent Samples)42m
- Matched Pairs Hypothesis Test - Excel12m
- 11. Correlation1h 24m
- 12. Regression1h 50m
- 13. Chi-Square Tests & Goodness of Fit2h 21m
- 14. ANOVA1h 57m
1. Intro to Stats and Collecting Data
Intro to Stats
Problem 1.6.8a
Textbook Question
"Alcohol Dependence To determine if topiramate is a safe and effective treatment for alcohol dependence, researchers conducted a 14-week trial of 371 men and women aged 18 to 65 years diagnosed with alcohol dependence. In this double-blind, randomized, placebo-controlled experiment, subjects were randomly given either 300 milligrams (mg) of topiramate (183 subjects) or a placebo (188 subjects) daily, along with a weekly compliance enhancement intervention. The variable used to determine the effectiveness of the treatment was self-reported percentage of heavy drinking days. Results indicated that topiramate was more effective than placebo at reducing the percentage of heavy drinking days. The researchers concluded that topiramate is a promising treatment for alcohol dependence. Source: Bankole A. Johnson, Norman Rosenthal, et al. “Topiramate for Treating Alcohol Dependence: A Randomized Controlled Trial,” Journal of the American Medical Association, 298(14):1641–1651, 2007.
What does it mean for the experiment to be placebo-controlled?"
Verified step by step guidance1
Understand that a placebo-controlled experiment means that one group of participants receives the actual treatment (in this case, topiramate), while another group receives a placebo, which is an inactive substance designed to look like the treatment but has no therapeutic effect.
Recognize that the purpose of using a placebo group is to serve as a baseline to compare the effects of the actual treatment against, helping to isolate the treatment's true effect from other factors like participants' expectations or psychological effects.
Note that in a placebo-controlled trial, neither the participants nor the researchers know who is receiving the treatment or the placebo (this is called double-blinding), which helps prevent bias in reporting and assessing outcomes.
By comparing the outcomes (such as the percentage of heavy drinking days) between the treatment group and the placebo group, researchers can determine whether the treatment has a statistically significant effect beyond what might be caused by placebo effects or chance.
Therefore, a placebo-controlled experiment is a rigorous method to evaluate the safety and effectiveness of a treatment by controlling for psychological and other non-specific effects.
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Key Concepts
Here are the essential concepts you must grasp in order to answer the question correctly.
Placebo-Controlled Experiment
A placebo-controlled experiment includes a group of participants who receive an inactive substance (placebo) instead of the actual treatment. This helps researchers compare the effects of the treatment against no treatment, controlling for psychological or other non-specific effects.
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Randomization
Randomization is the process of assigning participants to different groups by chance, reducing bias and ensuring that groups are comparable. This helps isolate the effect of the treatment by evenly distributing confounding variables.
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Double-Blind Design
In a double-blind design, neither the participants nor the researchers know who receives the treatment or placebo. This prevents bias in treatment administration and outcome assessment, increasing the reliability of the results.
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