Dimensionality Reduction Optimization on Healthy Human Kidney Sex-Based Profiling
8.53Initial ScoreGemini-3-Pro-Preview with PaCMAP (Explicit)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Gemini-3-Pro-Preview with PaCMAP (Explicit)LLM Agent=Gemini-3-Pro-Preview, DR Method=PaCMAP, Scoring Mechanism=Explicit2026.03 | 8.53 | 8.78 | |
| Claude-Opus-4.5 with PaCMAP (Explicit)LLM Agent=Claude-Opus-4.5, DR Method=PaCMAP, Scoring Mechanism=Explicit2026.03 | 8.52 | 8.65 | |
| Gemini-3-Pro-Preview with PaCMAP (Implicit)LLM Agent=Gemini-3-Pro-Preview, DR Method=PaCMAP, Scoring Mechanism=Implicit2026.03 | 8.5 | 8.8 | |
| GPT-5.2 with PaCMAP (Explicit)LLM Agent=GPT-5.2, DR Method=PaCMAP, Scoring Mechanism=Explicit2026.03 | 8.4 | 8.57 | |
| Gemini-3-Pro-Preview with UMAP (Explicit)LLM Agent=Gemini-3-Pro-Preview, DR Method=UMAP, Scoring Mechanism=Explicit2026.03 | 8.31 | 8.29 | |
| GPT-5.2 with PaCMAP (Implicit)LLM Agent=GPT-5.2, DR Method=PaCMAP, Scoring Mechanism=Implicit2026.03 | 8.3 | 9 | |
| Claude-Opus-4.5 with UMAP (Explicit)LLM Agent=Claude-Opus-4.5, DR Method=UMAP, Scoring Mechanism=Explicit2026.03 | 8.23 | 8.28 | |
| GPT-5.2 with UMAP (Explicit)LLM Agent=GPT-5.2, DR Method=UMAP, Scoring Mechanism=Explicit2026.03 | 8.15 | 8.47 | |
| GPT-5.2 with UMAP (Implicit)LLM Agent=GPT-5.2, DR Method=UMAP, Scoring Mechanism=Implicit2026.03 | 7.6 | 8.9 | |
| Gemini-3-Pro-Preview with UMAP (Implicit)LLM Agent=Gemini-3-Pro-Preview, DR Method=UMAP, Scoring Mechanism=Implicit2026.03 | 7.5 | 8.5 | |
| Claude-Opus-4.5 with PaCMAP (Implicit)LLM Agent=Claude-Opus-4.5, DR Method=PaCMAP, Scoring Mechanism=Implicit2026.03 | 7.5 | 7.5 | |
| Claude-Opus-4.5 with UMAP (Implicit)LLM Agent=Claude-Opus-4.5, DR Method=UMAP, Scoring Mechanism=Implicit2026.03 | 7.2 | 7.2 | |
| Claude-Opus-4.5 with t-SNE (Explicit)LLM Agent=Claude-Opus-4.5, DR Method=t-SNE, Scoring Mechanism=Explicit2026.03 | 7.06 | 8.22 | |
| Gemini-3-Pro-Preview with t-SNE (Explicit)LLM Agent=Gemini-3-Pro-Preview, DR Method=t-SNE, Scoring Mechanism=Explicit2026.03 | 7.02 | 8.27 | |
| GPT-5.2 with t-SNE (Implicit)LLM Agent=GPT-5.2, DR Method=t-SNE, Scoring Mechanism=Implicit2026.03 | 6.8 | 8.9 | |
| GPT-5.2 with t-SNE (Explicit)LLM Agent=GPT-5.2, DR Method=t-SNE, Scoring Mechanism=Explicit2026.03 | 6.8 | 8.5 | |
| Gemini-3-Pro-Preview with t-SNE (Implicit)LLM Agent=Gemini-3-Pro-Preview, DR Method=t-SNE, Scoring Mechanism=Implicit2026.03 | 6 | 7.5 | |
| Claude-Opus-4.5 with t-SNE (Implicit)LLM Agent=Claude-Opus-4.5, DR Method=t-SNE, Scoring Mechanism=Implicit2026.03 | 5.5 | 7.2 |