Round 326

Round UUID: 5b37c3eb-83de-42fb-bc6f-433e33da521c

Prompt:

To classify an entity as either 'Fylaran' or 'Qtharri,' adhere strictly to hierarchical rules presented below. Emphasis is placed on resolving edge cases and parameter interactions to minimize false positives and false negatives.

### Hierarchical Classification Rules:

1. **Primary Orbital Radius and Magnetosphere Rule**:
   - If mean_orbital_radius > 2.85, classify as Fylaran.
   - If mean_orbital_radius ≤ 2.85 but mean_orbital_radius > 2.65 AND mean_magnetosphere_extent > 4.5 AND magnetosphere_extent_error < 1.5, classify as Fylaran.
   - Else, classify as Qtharri.

2. **Enhanced Surface Roughness Interaction**:
   - If mean_surface_roughness > 450 OR max_surface_roughness > 500, classify as Fylaran provided:
     - mean_orbital_radius > 2.65
     - mean_tidal_distortion > 275
     - mean_cloud_turbulence > 220.
   - If mean_tidal_distortion is between 250–275 OR max_surface_roughness is between 470–500, classify as Fylaran only if:
     - mean_magnetosphere_extent > 4.7
     - mean_axial_symmetry > 200
   - Otherwise, classify as Qtharri.

3. **Revised Magnetosphere and Cloud Interaction**:
   - If mean_magnetosphere_extent > 4.6 AND mean_cloud_turbulence > 400:
     - Classify as Fylaran unless any of the following hold:
       - mean_tidal_distortion < 215
       - magnetosphere_extent_error > 1.7.
   - Revert to Qtharri if max_cloud_turbulence < 350 or tidal distortion deviations > 0.12.

4. **Core Density and Ring Complexity Refinement**:
   - If mean_core_density > 0.87 AND mean_ring_system_complexity > 0.92:
     - Classify as Fylaran provided surface roughness checks in Rule 2 or cloud turbulence exceeds 340.
   - Otherwise, classify as Qtharri.

5. **Axial Symmetry and Advanced Cloud Override**:
   - If mean_axial_symmetry > 480 AND mean_cloud_turbulence > 300, classify as Fylaran regardless of other rules.
   - If mean_axial_symmetry > 500 but mean_cloud_turbulence < 180, override all and classify as Qtharri.

6. **Increased Atmospheric Depth and Tidal Distortion Flexibility**:
   - For mean_atmospheric_depth < 6.0:
     - If max_tidal_distortion > 300, classify as Fylaran if ALL of the following hold:
       - mean_core_density > 0.8
       - mean_surface_roughness > 220
       - max_magnetosphere_extent > 4.5
     - Otherwise, classify as Qtharri.

7. **Enhanced Low-Radius Exception Rule**:
   - For mean_orbital_radius < 2.65 and magnetosphere_extent_error > 1.2:
     - Classify as Qtharri unless mean_cloud_turbulence > 220 AND tidal distortion error < 0.1 AND max_surface_roughness > 200.

8. **Final Conflict Resolution**:
   - If criteria ambiguously match both categories, apply the following tree:
     - Classify as Fylaran if mean_orbital_radius > 2.8 or mean_cloud_turbulence > 430.
     - Otherwise, default to Qtharri.

### Special Notes:
- Entities that narrowly violate Fylaran thresholds should be reviewed under rules 2, 3, or 6 for resolution.
- Reassess the magnetosphere and roughness relationship for entities with high tidal distortion for future rule improvements.
- If classifications fail to resolve confidently, annotate input values and classify as Qtharri. Edge cases remain a continuous priority for rule refinement.