Round UUID: 10351112-c348-4bf0-9e2b-3dcf2f80b10f
Prompt:
Classify coral reefs as 'Healthy' or 'Stressed' using these explicit rules: 1. Classify as 'Stressed' if at least TWO of the following are severe: a. PollutionLevel is 'High'. b. ReefIntegrityScore is 'Poor' or 'Very Poor'. c. DistantStressIndicators is 'Confirmed'. d. AlgalCoverage is 'Heavy'. e. BleachingEventsPerYear is 'Frequent' or 'Constant'. 2. Classify as 'Stressed' if BleachingEventsPerYear is 'Frequent' or 'Constant' AND PollutionLevel is 'Moderate' or higher. 3. Classify as 'Stressed' if ReefIntegrityScore is 'Moderate' AND DistantStressIndicators is 'Confirmed' AND PollutionLevel is 'Moderate' or higher. 4. Classify as 'Healthy' if ALL the following: - ReefIntegrityScore is 'Excellent' or 'Good'. - PollutionLevel is 'Low'. - AlgalCoverage is 'Minimal' or 'Sparse'. - BleachingEventsPerYear is 'Rare' or 'Occasional'. - DistantStressIndicators is 'None' or 'Possible'. 5. If PreviousStressIncidents is 'Minor' or worse, classify as 'Stressed' ONLY if at least one other indicator above is severe. If all else is mild, classify as 'Healthy'. 6. If CurrentFlowQuality is 'Poor' AND PredatorActivityLevel is 'High', classify as 'Stressed' regardless of other features. 7. In all other cases, classify as 'Healthy'. Only apply these rules strictly; do not use subjective judgment. A 'severe' means the worst category for that field (e.g., 'High', 'Poor', 'Heavy', 'Frequent/Constant', or 'Confirmed'). This should reduce both false positives (single Confirmed DistantStressIndicators or high BleachingEventsPerYear don't by themselves mean 'Stressed') and false negatives (multiple clear stressors will always cause a 'Stressed' label).