Round UUID: 5534629e-29b7-4185-8fe4-7fcf3433e3bd
Prompt:
Given the available data on a coral reef system, predict whether the current reef condition is 'Healthy' or 'Stressed' using the following revised 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', 'Moderate Low', or 'Moderate'.
- ObservationDuration exceeds 40 units.
- NearbyHealthyReef is 'Adjacent' or 'Nearby'.
- SurveyorExperience is confirmed.
2. Reef is considered 'Stressed' if:
- ReefIntegrityScore is 'Moderate', 'Poor', or 'Very Poor'.
- PollutionLevel is 'High' to 'Critical'.
- ObservationDuration is less than or equal to 40 units.
- AlgalCoverage is 'Heavy' or 'Extensive'.
- PredatorActivityLevel is 'High', 'Severe', or 'Catastrophic', especially if combined with a 'None' or 'Low' pollution level where {
}.
- NearbyHealthyReef is 'Absent' or 'Distant' and DistantStressIndicators are 'Confirmed'.
3. Additional considerations:
- If PollutionLevel is 'Critical', default to 'Stressed' unless all other metrics strongly indicate 'Healthy'.
- If PredatorActivityLevel is 'Severe' or 'Catastrophic', prioritize 'Stressed' unless ObservationDuration is over 60 and other indices such as ReefIntegrityScore and BiodiversityIndex are excellent.
- Increase scrutiny when DistantStressIndicators are 'Confirmed' in absence of nearby healthy reefs.
In case of contradictory data points, prioritize factors in the order: PollutionLevel, PredatorActivityLevel, and ReefIntegrityScore. Default to 'Stressed' if the conclusion remains uncertain. This revised approach incorporates refined assessments of predator activity and distant stress indicators to enhance classification accuracy.