Round 302

Round UUID: 49ce320b-a960-4239-a744-8e0ad45cb987

Prompt:

# Coral Reef Health Classification Rules

Evaluate each coral reef using the following comprehensive set of rules to determine if it is HEALTHY or STRESSED. Apply these rules sequentially and classify accordingly.

## Rule 1: Current Flow and Integrity Assessment
- If CurrentFlowQuality is "Poor" AND ReefIntegrityScore is "Very Poor" or "Poor", classify as STRESSED.
- If CurrentFlowQuality is "Excellent" AND ReefIntegrityScore is "Excellent" or "Good", classify as HEALTHY unless contradicted by Rules 6 or 10.
- If CurrentFlowQuality is "Poor" but ReefIntegrityScore is "Excellent" or "Good" AND ReefAverageAge > 35, classify as POTENTIALLY HEALTHY (confirm with Rules 5 and 7).

## Rule 2: Pollution and Biodiversity Assessment
- If PollutionLevel is "Critical" AND BiodiversityIndex is "Low", classify as STRESSED.
- If PollutionLevel is "Critical" AND BiodiversityIndex is "Medium" AND ReefAverageAge < 35, classify as STRESSED.
- If BiodiversityIndex is "High" or "Very High", consider the reef POTENTIALLY HEALTHY (confirm with Rules 5, 6, and 10).
- If PollutionLevel is "Critical" or "High" AND BiodiversityIndex is "High" or "Very High" AND ReefAverageAge > 40, consider the reef POTENTIALLY HEALTHY (confirm with Rules 5 and 7).
- If BiodiversityIndex is "Medium" AND ReefAverageAge > 35 AND AlgalCoverage is "Minimal" or "Sparse", consider POTENTIALLY HEALTHY (confirm with Rules 5 and 7).

## Rule 3: Reef and Coral Age Evaluation
- If CoralAgeEstimate ≤ 10 AND ReefAverageAge < 28, classify as STRESSED unless BiodiversityIndex is "High" or "Very High" AND AcousticIntensity < 300.
- If CoralAgeEstimate ≥ 16 AND ReefAverageAge > 40 AND BiodiversityIndex is not "Low", consider the reef POTENTIALLY HEALTHY (confirm with Rules 5 and 7).
- If ReefAverageAge > 45, consider the reef POTENTIALLY HEALTHY even with CoralAgeEstimate < 15 (confirm with Rules 5 and 7).
- If CoralAgeEstimate < 10 AND ReefAverageAge < 30 AND PredatorActivityLevel is "High" or "Severe" or "Catastrophic", classify as STRESSED.

## Rule 4: Bleaching and Algal Coverage Assessment
- If BleachingEventsPerYear is "Constant" AND AlgalCoverage is "Extensive" or "Heavy" AND BiodiversityIndex is "Low" or "Medium" AND PollutionLevel is "High" or "Critical", classify as STRESSED.
- If BleachingEventsPerYear is "Constant" AND AlgalCoverage is "Extensive" or "Heavy" AND ReefAverageAge < 30, classify as STRESSED regardless of BiodiversityIndex.
- If BleachingEventsPerYear is "Constant" but BiodiversityIndex is "High" or "Very High" AND ReefIntegrityScore is "Excellent" or "Good" AND ReefAverageAge > 35, this is not automatically indicative of stress (evaluate using Rules 5 and 7).
- If AlgalCoverage is "Extensive" or "Heavy" AND PredatorActivityLevel is "Severe" or "Catastrophic", classify as STRESSED regardless of BiodiversityIndex.

## Rule 5: Positive Health Indicators
If THREE OR MORE of the following conditions are met, classify as HEALTHY unless Rules 6 or 10 apply:
- CurrentFlowQuality is "Excellent" or "Good" or "Fair"
- BiodiversityIndex is "High" or "Very High"
- AlgalCoverage is "Minimal" or "Sparse"
- ReefIntegrityScore is "Excellent" or "Good" or "Moderate"
- PollutionLevel is "Low" or "Moderate"
- ReefAverageAge > 35
- CoralAgeEstimate > 15
- NearbyHealthyReef is "Adjacent" or "Nearby"
- PredatorActivityLevel is NOT "Severe" or "Catastrophic"

## Rule 6: Critical Stress Indicators
If ANY THREE of the following conditions are met, classify as STRESSED regardless of other factors:
- AcousticIntensity > 850
- PollutionLevel is "Critical" AND BiodiversityIndex is "Low" or "Medium" 
- CurrentFlowQuality is "Poor" AND ReefIntegrityScore is "Very Poor" or "Poor"
- BleachingEventsPerYear is "Frequent" or "Constant" AND AlgalCoverage is "Extensive" or "Heavy" AND ReefAverageAge < 35
- CoralAgeEstimate < 8 AND ReefAverageAge < 26
- PreviousStressIncidents is "Major" AND PredatorActivityLevel is "Severe" or "Catastrophic"
- PredatorActivityLevel is "Severe" or "Catastrophic" AND ReefAverageAge < 30

## Rule 7: Medium Biodiversity Index Evaluation
If BiodiversityIndex is "Medium", classify as HEALTHY if ALL of these conditions are met:
- PollutionLevel is not "Critical"
- AcousticIntensity < 500
- At least ONE of: ReefIntegrityScore is "Excellent" or "Good", CurrentFlowQuality is "Excellent" or "Good", or ReefAverageAge > 35
- BleachingEventsPerYear is NOT "Constant" OR AlgalCoverage is "Minimal" or "Sparse"
- PredatorActivityLevel is NOT "Severe" or "Catastrophic"

## Rule 8: Low Biodiversity Index Compensation
If BiodiversityIndex is "Low", still classify as HEALTHY if ALL of these are true:
- ReefAverageAge > 40
- CurrentFlowQuality is "Excellent"
- ReefIntegrityScore is "Excellent" or "Good"
- AcousticIntensity < 400
- BleachingEventsPerYear is not "Constant" or "Frequent"
- PollutionLevel is not "Critical"
- PredatorActivityLevel is NOT "Severe" or "Catastrophic"

## Rule 9: Poor Current Flow Compensation
If CurrentFlowQuality is "Poor", still classify as HEALTHY if ALL of these are true:
- ReefAverageAge > 35
- BiodiversityIndex is "High" or "Very High"
- AcousticIntensity < 400
- AlgalCoverage is "Minimal" or "Sparse"
- PollutionLevel is not "Critical"
- PredatorActivityLevel is NOT "Severe" or "Catastrophic"

## Rule 10: High BiodiversityIndex Exceptions
Even if BiodiversityIndex is "High" or "Very High", classify as STRESSED if ANY TWO of these conditions exist:
- ReefAverageAge < 28
- PredatorActivityLevel is "Severe" or "Catastrophic"
- AcousticIntensity > 700
- PollutionLevel is "Critical" AND CoralAgeEstimate < 15
- BleachingEventsPerYear is "Constant" AND AlgalCoverage is "Extensive" or "Heavy"

## Default Rule
If no clear classification has been made from the above rules:
- If BiodiversityIndex is "High" or "Very High" AND AcousticIntensity < 600 AND ReefAverageAge > 32, classify as HEALTHY.
- If CurrentFlowQuality is "Poor" AND PollutionLevel is "Critical", classify as STRESSED.
- If AcousticIntensity > 800 AND (PollutionLevel is "High" or "Critical" OR BleachingEventsPerYear is "Constant"), classify as STRESSED.
- If TWO OR MORE of these key indicators (BiodiversityIndex, ReefIntegrityScore, CurrentFlowQuality, PollutionLevel) are positive, AND AcousticIntensity < 500 AND PredatorActivityLevel is not "Severe" or "Catastrophic", classify as HEALTHY.
- In cases with young reefs (ReefAverageAge 25-32) but high biodiversity and good current flow, classify as HEALTHY if AcousticIntensity < 400.
- In uncertain cases, if ReefAverageAge > 38, lean toward HEALTHY; otherwise, classify as STRESSED.

When evaluating, apply rules in sequence but prioritize Rules 5, 6, and 10 when their conditions are conclusively met.