Round 344

Round UUID: 06298310-df85-4816-8dd7-ee256fbebe57

Prompt:

To classify a reef's health as 'Healthy' or 'Stressed', apply the following refined rules based on the entity data:

1. If CurrentFlowQuality is 'Excellent' or 'Good', AND BleachingEventsPerYear is 'Rare' AND PollutionLevel is 'Low', AND BiodiversityIndex is 'High' or 'Very High', AND CoralAgeEstimate is greater than 15, AND NearbyHealthyReef is 'Adjacent' or 'Nearby', THEN classify as 'Healthy'.

2. If CurrentFlowQuality is 'Fair' or 'Poor', OR BleachingEventsPerYear is 'Frequent' or 'Constant', OR PollutionLevel is 'High' or 'Moderate', AND BiodiversityIndex is 'Low', OR PredatorActivityLevel is 'Severe', THEN classify as 'Stressed'.

3. If ReefIntegrityScore is 'Excellent', AND AlgalCoverage is 'Minimal', AND CoralAgeEstimate is greater than 10, AND DistantStressIndicators are 'None', THEN classify as 'Healthy'.

4. If DistantStressIndicators are 'Confirmed' OR PreviousStressIncidents are 'Major', AND NearbyHealthyReef is 'Absent', THEN it's 'Stressed', except if BiodiversityIndex is 'Very High' and CurrentFlowQuality is 'Excellent' combined with a PollutionLevel of 'Low', classify as 'Healthy'.

5. If ObservationDuration is greater than 50 years AND BleachingEventsPerYear is 'Occasional' AND CurrentFlowQuality is 'Good' or 'Excellent', AND ReefIntegrityScore is 'Good' or 'Excellent', THEN classify as 'Healthy'.

Always consider multiple factors together to form a comprehensive assessment. While RemoteSensor and SurveyorExperience should support the classification, prioritize ecological conditions for the final determination.

• Inferences: 1000
• Created: 2025-03-17 08:57:58+00:00
• First inference: 2025-03-17 08:58:02+00:00
• Last inference: 2025-03-17 09:58:56+00:00
• Completed: yes
• Train accuracy: 0.30268199233716475 (KT 0.519)
• Validation accuracy: 0.41346153846153844 (KT 0.383)
• Test accuracy: 0.23893805309734514 (KT 0.621)