Round 342

Round UUID: 27436e1b-1591-4690-901e-03cd68726fac

Prompt:

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

1. If CurrentFlowQuality is 'Excellent' or 'Good', AND BleachingEventsPerYear is 'Occasional' or 'Rare', AND PollutionLevel is 'Low', AND BiodiversityIndex is 'High' or 'Very High', THEN classify as 'Healthy'.

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

3. If ReefIntegrityScore is 'Excellent', AND AlgalCoverage is 'Minimal', AND CoralAgeEstimate is greater than 15, THEN it adds to 'Healthy'.

4. If DistantStressIndicators are 'Confirmed' OR PreviousStressIncidents are 'Major', AND NearbyHealthyReef is 'Absent', THEN it's more likely 'Stressed'.

Always consider multiple factors together to form a comprehensive assessment. The presence of RemoteSensor and SurveyorExperience, while helpful, should not override the ecological indicators.

• Inferences: 1000
• Created: 2025-03-17 07:03:22+00:00
• First inference: 2025-03-17 07:03:27+00:00
• Last inference: 2025-03-17 08:00:07+00:00
• Completed: yes
• Train accuracy: 0.3090676883780332 (KT 0.510)
• Validation accuracy: 0.4230769230769231 (KT 0.374)
• Test accuracy: 0.23893805309734514 (KT 0.621)