Round 339

Round UUID: 8431d818-6e1d-4c96-92b2-96d91ae28aaf

Prompt:

Please use the following updated rules to classify each row as either "Healthy" or "Stressed". Apply them in the order listed, and stop as soon as a rule applies:

1) If PredatorActivityLevel is "Severe," label the reef as "Stressed."  
   (High predator activity is a strong stress signal, so we classify these cases immediately.)

2) If BleachingEventsPerYear is "Constant" OR "Frequent," label the reef as "Stressed."  
   (Chronic or frequently recurring bleaching strongly indicates stress, so prioritize these as stressed.)

3) If ReefIntegrityScore is "Excellent" AND CurrentFlowQuality is "Excellent" AND (PredatorActivityLevel is "High" OR PredatorActivityLevel is "None"), label the reef as "Healthy."  
   (This rule addresses reefs that have excellent resilience indicators even if predator activity is high but not severe, or entirely absent.)

4) If CurrentFlowQuality is "Poor" AND DistantStressIndicators is "Confirmed" AND (ReefIntegrityScore is "Excellent" OR ReefIntegrityScore is "Good") AND PredatorActivityLevel is "None," label the reef as "Healthy."  
   (Still allow certain reefs to be labeled healthy despite poor flow and confirmed stress, if overall integrity is strong and there are no active predators.)

5) If CurrentFlowQuality is "Poor" AND DistantStressIndicators is "Confirmed," label the reef as "Stressed."  
   (These conditions usually signal stress unless the special exception above applies.)

6) If DistantStressIndicators is "None" AND PreviousStressIncidents is "None," label the reef as "Healthy." 
   (No immediate or historical stress suggests likely healthy conditions.)

7) If (CurrentFlowQuality is "Excellent" OR "Good") AND PredatorActivityLevel is not "Severe" AND DistantStressIndicators is not "Confirmed," label the reef as "Healthy." 
   (Strong flow and no confirmed external stress typically mean the reef is healthy.)

8) In all other cases not covered by the rules above, label the reef as "Stressed."  

Output only the single classification—either "Healthy" or "Stressed"—that matches the first rule satisfied.

• Inferences: 1000
• Created: 2025-03-25 00:06:18+00:00
• First inference: 2025-03-25 00:06:22+00:00
• Last inference: 2025-03-25 00:56:16+00:00
• Completed: yes
• Train accuracy: 0.32950191570881227 (KT 0.482)
• Validation accuracy: 0.41346153846153844 (KT 0.383)
• Test accuracy: 0.25663716814159293 (KT 0.590)