Round 360

Round UUID: b50dd616-ebdd-4a80-aafa-3a9af2b8c5d3

Prompt:

Reef Health Classification Procedure:

STEP 1: STRESS POINT CALCULATION
A. Reef Integrity Score Points:
   - Very Poor/Poor: +3 points
   - Moderate: +2 points
   - Good: +1 point
   - Excellent: 0 points

B. Bleaching Events Per Year Points:
   - Constant: +3 points
   - Frequent: +2 points
   - Occasional: +1 point
   - Rare: 0 points

C. Predator Activity Points:
   - Severe/High: +2 points
   - Moderate: +1 point
   - Low: 0 points
   - None: -1 point

D. Additional Stress Indicators:
   - Invasive Species Detected: +2 points
   - Pollution Level Critical: +3 points
   - Pollution Level High: +2 points
   - Pollution Level Moderate: +1 point

E. Contextual Modifiers:
   - Biodiversity Index Very High: -1 point
   - Nearby Healthy Reef (Adjacent/Nearby): -1 point
   - Reef Monitoring Duration > 6 years: Require stronger evidence of stress

STEP 2: CLASSIFICATION DETERMINATION
- Total Stress Points > 6: STRESSED
- Total Stress Points 4-6: REQUIRES FURTHER INVESTIGATION
- Total Stress Points < 4: HEALTHY

STEP 3: FINAL VERIFICATION
Examine additional factors:
- DistantStressIndicators
- Previous Stress Incidents
- Acoustic Intensity
- Current Flow Quality

Adjust classification if compelling secondary evidence exists.

• Inferences: 1000
• Created: 2025-03-18 15:32:59+00:00
• First inference: 2025-03-18 15:33:05+00:00
• Last inference: 2025-03-18 17:04:00+00:00
• Completed: yes
• Train accuracy: 0.44316730523627074 (KT 0.353)
• Validation accuracy: 0.46153846153846156 (KT 0.336)
• Test accuracy: 0.39823008849557523 (KT 0.400)