Round 140

Round UUID: 00194a43-c032-4dec-b916-d6b2f5077ce9

Prompt:

Classify coral reefs as 'Healthy' or 'Stressed' using these rules:

1. If ReefIntegrityScore is 'Poor' or 'Very Poor' AND PollutionLevel is 'High', classify as 'Stressed'.
2. If DistantStressIndicators is 'Confirmed' AND ReefIntegrityScore is 'Moderate' or lower AND PollutionLevel is 'High' or 'Moderate', classify as 'Stressed'.
3. If BleachingEventsPerYear is 'Frequent' or 'Constant' AND AlgalCoverage is not 'Minimal', classify as 'Stressed'.
4. If PreviousStressIncidents is 'Minor' or worse AND ReefMonitoringDuration is less than 1 year, classify as 'Stressed'.
5. If ReefIntegrityScore is 'Excellent' AND PollutionLevel is 'Low' or 'Moderate' AND AlgalCoverage is 'Minimal' AND BleachingEventsPerYear is 'Rare' or 'Occasional', classify as 'Healthy'.
6. Otherwise, classify as 'Healthy' if a majority of these features are non-severe: PollutionLevel ('Low'), ReefIntegrityScore ('Moderate' or better), AlgalCoverage ('Minimal' or 'Sparse'), DistantStressIndicators ('None' or 'Possible'), BleachingEventsPerYear ('Rare' or 'Occasional').

If still uncertain, classify as 'Stressed' when at least two of: high PollutionLevel, poor ReefIntegrityScore, confirmed DistantStressIndicators, non-minimal AlgalCoverage, or Frequent/Constant BleachingEvents are present.

Be explicit and unambiguous: apply the above rules strictly without subjective interpretation.

• Inferences: 1000
• Created: 2025-04-16 21:58:32+00:00
• First inference: 2025-04-16 21:58:38+00:00
• Last inference: 2025-04-16 23:21:47+00:00
• Completed: yes
• Train accuracy: 0.3524904214559387 (KT 0.453)
• Validation accuracy: 0.47115384615384615 (KT 0.327)
• Test accuracy: 0.30973451327433627 (KT 0.509)