Round 327

Round UUID: 152fa505-a458-403a-92b7-cc08d6ee100f

Prompt:

To classify an entity as either 'Fylaran' or 'Qtharri,' the following refined rules should be followed strictly. These changes aim to minimize false positives and negatives identified in recent iterations by adjusting thresholds and addressing ambiguous overlaps. 

### Classification Rules:

1. **Orbital Radius and Magnetosphere Thresholds**:
   - If mean_orbital_radius > 2.85 and magnetosphere_extent_error < 1.8, classify as Fylaran.
   - If mean_orbital_radius > 2.65 and ≤ 2.85, additional conditions must apply:
     - mean_magnetosphere_extent > 4.55.
     - max_cloud_turbulence > 380.
     - tidal_distortion_error ≤ 0.08.
   - Otherwise, classify as Qtharri.

2. **Surface Roughness Adjustment**:
   - If mean_surface_roughness > 465 OR max_surface_roughness > 495, classify as Fylaran only when:
     - mean_tidal_distortion > 275.
     - mean_orbital_radius > 2.65.
     - mean_cloud_turbulence > 235.
   - Otherwise, revert to Qtharri classification.

3. **Magnetosphere-Cloud Interaction Refinement**:
   - If mean_magnetosphere_extent > 4.65 AND mean_cloud_turbulence > 415, classify as Fylaran unless:
     - magnetosphere_extent_error > 1.6.
     - mean_tidal_distortion < 220.
   - Revert to Qtharri if max_cloud_turbulence < 370 or tidal distortion deviations exceed 0.1.

4. **Axial Symmetry and Cloud Rules**:
   - Entities with mean_axial_symmetry > 485 but mean_cloud_turbulence < 150 should always be classified as Qtharri unless mean_orbital_radius exceeds 2.95.
   - Override to Fylaran if mean_axial_symmetry > 500 and mean_cloud_turbulence > 325 regardless of other conditions.

5. **Atmospheric Depth Adjustments**:
   - For mean_atmospheric_depth < 6.0:
     - Classify as Fylaran if:
       - max_tidal_distortion > 315.
       - mean_surface_roughness > 250.
       - mean_core_density > 0.85.
     - Otherwise, classify as Qtharri.

6. **Low-Radius Edge Cases**:
   - For mean_orbital_radius < 2.65, classify as Qtharri unless the following are all true:
     - mean_cloud_turbulence > 245.
     - tidal_distortion_error < 0.07.
     - max_magnetosphere_extent > 4.7.

7. **Core Density and Ring System Complexity Refinement**:
   - When mean_core_density > 0.88 AND mean_ring_system_complexity > 0.9:
     - Classify as Fylaran only if surface roughness exceeds 295 or cloud turbulence surpasses 330.
     - Otherwise, default to Qtharri classification.

8. **Enhanced Final Conflict Resolution**:
   - For ambiguous cases that narrowly match both categories:
     - Prioritize Fylaran if mean_orbital_radius > 2.79 or mean_cloud_turbulence > 410.
     - Default to Qtharri in all other scenarios.

### Notes:
- Entities approaching thresholds for mean_magnetosphere_extent, mean_surface_roughness, or cloud turbulence require stricter adherence to all associated subconditions.
- The inconsistencies arising from tidal distortion errors observed in false negatives will require monitoring in subsequent refinements.
- Document any anomaly cases where errors in parameter thresholds exceed expected deviations.