Round 41

Round UUID: 1e78fd42-a792-44bd-bc0a-a8b7166a6d91

Prompt:

Based on the following criteria, classify the reef as either 'Healthy' (score 800 or higher), 'Stressed with caution' (score between 400 and 799), or 'Stressed' (score below 400):  
  
1. **Current Flow Quality:**  
   - Excellent: +80 points  
   - Good: +60 points  
   - Fair: +10 points  
   - Poor: -300 points  
  
2. **Observation Duration (years):**  
   - > 20: +70 points  
   - 15-20: +50 points  
   - 10-15: +30 points  
   - 5-10: +20 points  
   - < 5: -400 points  
  
3. **Reef Integrity Score:**  
   - Excellent: +100 points  
   - Good: +80 points  
   - Moderate: +30 points  
   - Poor: -200 points  
   - Very Poor: -400 points  
  
4. **Pollution Level:**  
   - Low: +150 points  
   - Moderate: +30 points  
   - High: -400 points  
   - Critical: -600 points  
  
5. **Predator Activity Level:**  
   - None: +150 points  
   - Very Low: +80 points  
   - Low: +20 points  
   - Moderate: -200 points  
   - High: -400 points  
   - Severe: -600 points  
  
6. **Biodiversity Index:**  
   - High: +150 points  
   - Medium: +50 points  
   - Low: -600 points  
  
7. **Nearby Healthy Reef Presence:**  
   - Adjacent: +150 points  
   - Absent: -200 points  
  
8. **Previous Stress Incidents:**  
   - None: +100 points  
   - Minor: +50 points  
   - Moderate: +10 points  
   - Major: -600 points  
  
9. **Bleaching Events (per year):**  
   - Rare (0-1): +70 points  
   - Occasional (2-3): +30 points  
   - Frequent (4+): -600 points  
  
10. **Algal Coverage:**  
   - High or Extensive: -600 points  
   - Moderate: -150 points  
   - Sparse: +0 points  
  
**Updated Rules:**  
1. If 'Observation Duration' is less than 5 years AND 'Pollution Level' is Critical, classify as 'Stressed' regardless of total score.  
2. If 'Biodiversity Index' is Low, classify as 'Stressed' regardless of total score.  
3. If 'Algal Coverage' is High or Extensive, classify as 'Stressed' regardless of total score.  
4. If 'Current Flow Quality' is Poor AND 'Pollution Level' is Critical, classify as 'Stressed' regardless of total score.  
5. If 'Bleaching Events per Year' is Frequent, classify as 'Stressed' regardless of total score.  
6. If 'Predator Activity Level' is Severe, classify as 'Stressed' regardless of total score.  
7. If 'Observation Duration' is > 10 years AND 'Current Flow Quality' is Excellent but 'Pollution Level' is Moderate, classify as 'Stressed with caution' regardless of total score.  
 
Carefully calculate the total score and classify accordingly.

• Inferences: 1000
• Created: 2025-03-20 05:10:58+00:00
• First inference: 2025-03-20 05:11:05+00:00
• Last inference: 2025-03-20 06:59:33+00:00
• Completed: yes
• Train accuracy: 0.3128991060025543 (KT 0.504)
• Validation accuracy: 0.4326923076923077 (KT 0.364)
• Test accuracy: 0.23893805309734514 (KT 0.621)