Round 104

Round UUID: 4edb19a9-f97b-4c5c-9335-a9b6f4e7bbc3

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 Pollution**: If PollutionLevel = "Critical", classify as Stressed

2. **Poor Flow + Short Observation**: If CurrentFlowQuality = "Poor" AND ObservationDuration ≤ 40 days, classify as Stressed

3. **Extreme Acoustic Stress**: If AcousticIntensity ≥ 1000, classify as Stressed

4. **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"

5. **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 11:29:59.169494+00:00
• First inference: 2025-06-29 11:30:17.367349+00:00
• Last inference: 2025-06-29 12:24:57.156387+00:00
• Completed: yes
• Train accuracy: 0.6360153256704981 (KT 0.197)
• Validation accuracy: 0.625 (KT 0.204)
• Test accuracy: 0.6371681415929203 (KT 0.196)