Round 106

Round UUID: 5b35b7bb-5678-4f55-ac2c-d535eb7927a3

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**: If PollutionLevel = "Critical", 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 ≥ 600, 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"

10. **Short Monitoring with Stress Factors**: If ReefMonitoringDuration = "< 1 year" AND any TWO of the following are true:
    - CurrentFlowQuality = "Poor" or "Fair"
    - PollutionLevel = "High" or "Critical"
    - BleachingEventsPerYear = "Frequent" or "Constant"
    - ReefAverageAge ≤ 30

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

**BIODIVERSITY PROTECTION RULE:**
If BiodiversityIndex = "Very High" AND ReefIntegrityScore ≠ "Very Poor" AND PollutionLevel ≠ "Critical" AND AcousticIntensity < 1000, classify as Healthy (overrides other stress conditions except the most critical)

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

• Inferences: 1000
• Created: 2025-06-29 13:43:12.694647+00:00
• First inference: 2025-06-29 13:43:38.948294+00:00
• Last inference: 2025-07-31 10:45:22.558403+00:00
• Completed: yes
• Train accuracy: 0.6181353767560664 (KT 0.209)
• Validation accuracy: 0.6923076923076923 (KT 0.160)
• Test accuracy: 0.6283185840707964 (KT 0.202)