Round 3

Round UUID: 00168d14-a707-4ce5-a5f5-726db2118567

Prompt:

Classify a celestial body as Fylaran using a probabilistic scoring system:

Scoring Criteria:
1. Orbital Radius (mean_orbital_radius):
   - Strong match: Between 2.3 and 3.7 (full points)
   - Partial match: Between 2.0-2.3 or 3.7-4.0 (reduced points)
   - Weak match: Outside 2.0-4.0 (no points)

2. Core Density (mean_core_density):
   - Threshold: > 0.80
   - Additional points for values closer to 0.90-0.95

3. Ring System Complexity (mean_ring_system_complexity):
   - Threshold: > 0.80
   - Bonus points for complexity > 0.90

4. Impact Crater Count (mean_impact_crater_count):
   - Threshold: > 0.85
   - Higher scores for values approaching 0.95

5. Integrated Score Calculation:
   - Each criterion contributes weighted points
   - Total score determines classification
   - Minimum threshold: 75% of total possible points
   - Consider measurement errors and variability

Classification Rules:
- Fylaran: Score ≥ 75% with high confidence
- Qtharri: Score < 75%
- Uncertain: When scoring is ambiguous or error margins are large

Error Consideration:
- Large error margins in any parameter reduce classification confidence
- Asymmetric error margins can influence final classification

• Inferences: 569
• Created: 2025-03-12 19:34:12+00:00
• First inference: 2025-03-12 19:34:22+00:00
• Last inference: 2025-03-12 20:54:22+00:00
• Completed: yes
• Train accuracy: 0.32727272727272727 (KT 0.485)
• Validation accuracy: 0.30158730158730157 (KT 0.520)
• Test accuracy: 0.4393939393939394 (KT 0.357)