Round 325

Round UUID: e64f4697-f15e-4bd8-a30f-d154004cb5fb

Prompt:

To classify an entity as either 'Fylaran' or 'Qtharri,' follow these hierarchical rules. Repeated checks and stricter thresholds aim to improve accuracy by minimizing false positives and false negatives.

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

2. **Surface Roughness Refinement**:
   - If mean_surface_roughness > 450 OR max_surface_roughness > 500, classify as Fylaran, provided the following are true:
     - mean_orbital_radius > 2.65
     - mean_tidal_distortion > 275
     - mean_cloud_turbulence > 220.
   - Otherwise, classify as Qtharri.

3. **Magnetosphere and Climate Interaction**:
   - If mean_magnetosphere_extent > 4.6 AND mean_cloud_turbulence > 400, classify as Fylaran unless any of the following apply:
     - mean_tidal_distortion < 200
     - 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 are satisfied.
   - Otherwise, classify as Qtharri.

5. **Axial Symmetry and 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. **Atmospheric Depth and Tidal Distortion Exception**:
   - For entities with mean_atmospheric_depth < 6.0:
     - If max_tidal_distortion > 300 AND mean_core_density > 0.8, classify as Fylaran if mean_surface_roughness > 220 and max_magnetosphere_extent > 4.5.
     - Otherwise, classify as Qtharri.

7. **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 is stable (error < 0.1).

8. **Final Conflict Resolution Rule**:
   - If criteria for both categories are met but thresholds are narrowly exceeded, classify as Fylaran for mean_orbital_radius > 2.8; revert to Qtharri otherwise.
   - If none of the above apply, default to Qtharri.

### Special Notes:
- Entities satisfying multiple Fylaran conditions must meet the strictest thresholds across input parameters to ensure classification.
- Edge cases arising from Rule 6 require detailed documentation for follow-up analysis. Use consistent patterns in errors to improve next iteration.