Questions: Which diet has the highest chance for symptom improvement? low complexity diet high complexity diet moderate complexity diet None are proven to have a highest chance for improvement.

Which diet has the highest chance for symptom improvement?
low complexity diet
high complexity diet
moderate complexity diet
None are proven to have a highest chance for improvement.
Transcript text: Which diet has the highest chance for symptom improvement? low complexity diet high complexity diet moderate complexity diet None are proven to have a highest chance for improvement.
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Solution

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Solution Steps

Step 1: ANOVA Results

We performed a one-way ANOVA to compare the means of three diet groups: low complexity, moderate complexity, and high complexity. The results are as follows:

  • \(SS_{between} = 1.6333\)
  • \(SS_{within} = 0.876\)
  • \(MS_{between} = \frac{SS_{between}}{df_{between}} = \frac{1.6333}{2} = 0.8167\)
  • \(MS_{within} = \frac{SS_{within}}{df_{within}} = \frac{0.876}{12} = 0.073\)
  • \(F = \frac{MS_{between}}{MS_{within}} = \frac{0.8167}{0.073} = 11.1872\)
  • \(P = 1 - F(F_{observed}; df_{between}, df_{within}) = 1 - F(11.1872; 2, 12) = 0.0018\)

Since \(P < 0.05\), we reject the null hypothesis, indicating that there is a significant difference in symptom improvement among the diet groups.

Step 2: Pairwise Comparisons

To determine which specific diets differ, we conducted pairwise comparisons using Welch's t-test.

Comparison 1: Low Complexity vs. Moderate Complexity
  • Test statistic \(t = -2.926\)
  • Degrees of freedom \(df = 8.0\)
  • \(P = 0.0191\)

Since \(P < 0.05\), we conclude that there is a significant difference between the low complexity diet and the moderate complexity diet.

Comparison 2: Low Complexity vs. High Complexity
  • Test statistic \(t = -4.6816\)
  • Degrees of freedom \(df = 8.0\)
  • \(P = 0.0016\)

Again, since \(P < 0.05\), we find a significant difference between the low complexity diet and the high complexity diet.

Comparison 3: Moderate Complexity vs. High Complexity
  • Test statistic \(t = -1.7556\)
  • Degrees of freedom \(df = 8.0\)
  • \(P = 0.1172\)

Here, \(P > 0.05\) indicates that there is no significant difference between the moderate complexity diet and the high complexity diet.

Final Answer

Based on the results, the low complexity diet shows significant differences in symptom improvement compared to both the moderate and high complexity diets. Therefore, the diet with the highest chance for symptom improvement is the moderate complexity diet.

\(\boxed{\text{Moderate Complexity Diet}}\)

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