Round 326

Round UUID: dca26af8-2fac-43f4-90d5-479de712c52d

Prompt:

Given the available data on a coral reef system, predict whether the current reef condition is 'Healthy' or 'Stressed' using the following rules:

1. Reef is considered 'Healthy' if:
   - CurrentFlowQuality is 'Excellent' or 'Good'.
   - ReefIntegrityScore is 'Good' or 'Excellent'.
   - AlgalCoverage is 'Minimal' or 'Sparse'.
   - BiodiversityIndex is 'High' or 'Very High'.
   - PollutionLevel is 'Low' to 'Moderate'.
   - PredatorActivityLevel is 'None', 'Low', or 'Moderate Low'.
   - ObservationDuration exceeds 50 units.

2. Reef is considered 'Stressed' if:
   - CurrentFlowQuality is 'Poor'.
   - ReefIntegrityScore is 'Moderate', 'Poor', or 'Very Poor'.
   - AlgalCoverage is 'Heavy', 'Extensive' or 'Sparse'.
   - BiodiversityIndex is 'Low' or 'Medium'.
   - PollutionLevel is 'High' to 'Critical'.
   - PredatorActivityLevel is 'High', 'Severe', or 'Catastrophic'.
   - ObservationDuration is less than or equal to 50 units.

If contradictory data points are present, weigh more heavily based on the order: CurrentFlowQuality, PollutionLevel, and BiodiversityIndex. Default to 'Stressed' if the conclusion remains uncertain. This approach focuses on reducing false negatives by recognizing key attributes of the ecosystem's health and stress indicators.

• Inferences: 1000
• Created: 2025-03-17 07:03:24+00:00
• First inference: 2025-03-17 07:03:29+00:00
• Last inference: 2025-03-17 08:09:18+00:00
• Completed: yes
• Train accuracy: 0.3767560664112388 (KT 0.424)
• Validation accuracy: 0.4326923076923077 (KT 0.364)
• Test accuracy: 0.30973451327433627 (KT 0.509)