Round 248

Round UUID: 81d98b78-ae66-418f-bc46-a5ab4c2abe94

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  

**New Rule 1:** If 'Observation Duration' is less than 5 years AND 'Pollution Level' is Critical, classify as 'Stressed' regardless of total score.  
**New Rule 2:** If 'Biodiversity Index' is Low, classify as 'Stressed' regardless of total score.  
**New Rule 3:** If 'Algal Coverage' is High or Extensive, classify as 'Stressed' regardless of total score.  
**New Rule 4:** If 'Current Flow Quality' is Poor and 'Pollution Level' is Critical, classify as 'Stressed' regardless of total score.

Carefully calculate the total score and classify accordingly.

• Inferences: 1000
• Created: 2025-03-19 08:55:41+00:00
• First inference: 2025-03-19 08:55:50+00:00
• Last inference: 2025-03-19 10:49:58+00:00
• Completed: yes
• Train accuracy: 0.3205619412515964 (KT 0.494)
• Validation accuracy: 0.3942307692307692 (KT 0.404)
• Test accuracy: 0.23893805309734514 (KT 0.621)