Round 105

Round UUID: c6646964-ae6d-42dc-9889-0518b8729566

Prompt:

Classify coral reef health as either "Healthy" or "Stressed" based on the following rules:

**CLASSIFY AS STRESSED if ANY of the following conditions are met:**

1. **Critical Structural Damage**: If ReefIntegrityScore = "Very Poor", classify as Stressed

2. **Critical Pollution with Poor Structure**: If PollutionLevel = "Critical" AND ReefIntegrityScore = "Poor", classify as Stressed

3. **Extreme Acoustic Stress**: If AcousticIntensity ≥ 1200, classify as Stressed

4. **Young Reef with High Acoustic Stress**: If ReefAverageAge ≤ 30 AND AcousticIntensity ≥ 700, classify as Stressed

5. **Poor Flow + Short Observation**: If CurrentFlowQuality = "Poor" AND ObservationDuration ≤ 35 days, classify as Stressed

6. **Young Reef with Multiple Stressors**: If ReefAverageAge ≤ 30 AND any TWO of the following are true:
   - CurrentFlowQuality = "Poor" or "Fair"
   - PollutionLevel = "High" or "Critical"
   - BleachingEventsPerYear = "Constant"
   - PredatorActivityLevel = "None"

7. **Multiple Moderate Stressors**: If any THREE of the following are true:
   - CurrentFlowQuality = "Poor" or "Fair"
   - PollutionLevel = "High" or "Critical"
   - ReefIntegrityScore = "Poor"
   - PredatorActivityLevel = "High", "Severe", or "Extreme"
   - BleachingEventsPerYear = "Frequent" or "Constant"

8. **High Pollution with Poor Flow**: If PollutionLevel = "High" AND CurrentFlowQuality = "Poor" AND ReefAverageAge ≤ 35, classify as Stressed

9. **Insufficient Observation with Stress Indicators**: If ObservationDuration ≤ 30 days AND any TWO of the following are true:
   - CurrentFlowQuality = "Poor" or "Fair"
   - PollutionLevel = "High" or "Critical"
   - ReefIntegrityScore = "Poor" or "Very Poor"
   - PredatorActivityLevel = "High", "Severe", or "Extreme"

**CLASSIFY AS HEALTHY if:**
- None of the above stress conditions are met
- ReefIntegrityScore = "Excellent" AND CurrentFlowQuality = "Excellent" AND PollutionLevel = "Low"

**DEFAULT CLASSIFICATION:**
If none of the explicit stress conditions are met and the reef doesn't qualify for the excellent health criteria, classify as Healthy.

• Inferences: 1000
• Created: 2025-06-29 12:25:00.219087+00:00
• First inference: 2025-06-29 12:25:24.190079+00:00
• Last inference: 2025-06-29 13:43:06.457706+00:00
• Completed: yes
• Train accuracy: 0.6717752234993615 (KT 0.173)
• Validation accuracy: 0.6923076923076923 (KT 0.160)
• Test accuracy: 0.7256637168141593 (KT 0.139)