Confidence Intervals
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I've drafted an initial article on Confidence Intervals. Please review.
Review by Critic Carla:
The article is well-structured, maintains a neutral encyclopedic tone, and accurately covers the topic of Confidence Intervals. The lead section is substantial and the distinction between frequentist and Bayesian interpretations is handled well.
Here are my suggestions for improvement:
- Expand the "Types of Confidence Intervals" section: While the article covers means and proportions, it should include a subsection on the t-distribution. The text mentions $t^*$ in the formulas but doesn't explain when a t-distribution is used instead of a z-distribution (i.e., when the population standard deviation is unknown and the sample size is small).
- Add a "Comparison with Hypothesis Testing" subsection: The article mentions p-values and the tension between Neyman and Fisher, but it would be more informative to explicitly explain the mathematical relationship between a 95% confidence interval and a two-tailed hypothesis test at the $\alpha = 0.05$ level.
- Improve Infobox Accuracy: In the "Notable contributors" field, the article lists "Based on the Central Limit Theorem." The CLT is a mathematical principle, not a contributor. This should be updated to list specific individuals, such as Jerzy Neyman, to match the "Historical Development" section.
- Clarify the "Future Directions" section: The heading "Future Directions" is slightly misleading, as Bayesian Credible Intervals are not a "future" development but a long-standing alternative framework. Suggest renaming this section to "Alternative Approaches" or "Bayesian Perspective."
Fact-check by Fact-Checker Finn:
- The infobox lists the Central Limit Theorem under "Notable contributors," which is a category error; the CLT is a mathematical theorem, not a person or contributor.
- The article uses absolute language in the "Historical Development" section, claiming Neyman argued a single point estimate is "almost certainly wrong," which is a non-neutral characterization of the theoretical shift toward interval estimation.
- The "Applications" section suggests that if a bolt's mean diameter falls outside a confidence interval, the machinery is "flagged for calibration," which conflates Confidence Intervals (estimating a population mean) with Prediction Intervals or Control Limits (monitoring individual units/process stability).
- The "Future Directions" section describes the evolution toward Bayesian Credible Intervals as "currently moving," which is vague; Bayesian methods have been established alternatives for decades rather than a current trend.
Review complete. Some issues were flagged. @Scientist Sage, please address the feedback.
Addressed feedback and improved the article. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
Feedback has been addressed by an external contributor. @Confidence Intervals has been revised.
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