# Multiomics Analysis Report - 91

**Date**: 2026-01-06 22:41:27
**Algorithm**: random_forest
**Folds**: 5

## Aggregate Metrics

| Metric | Mean | Std | Min | Max |
|---|---|---|---|---|
| accuracy | 0.8267 | 0.0602 | 0.7667 | 0.9000 |
| precision | 0.8266 | 0.0622 | 0.7646 | 0.9046 |
| recall | 0.8267 | 0.0602 | 0.7667 | 0.9000 |
| f1 | 0.8255 | 0.0603 | 0.7647 | 0.9000 |
| auc | 0.8427 | 0.0279 | 0.8014 | 0.8831 |

## Top Features

| Rank | Feature | Selection Freq (%) |
|---|---|---|
| 1 | ldl | 100.0% |
| 2 | cholesterol | 100.0% |
| 3 | il6 | 100.0% |
| 4 | glucose | 100.0% |
| 5 | crp | 100.0% |
| 6 | bmi | 100.0% |
| 7 | insulin | 80.0% |
| 8 | urea | 80.0% |
| 9 | escherichia | 60.0% |
| 10 | bifidobacterium | 60.0% |
| 11 | triglycerides | 40.0% |
| 12 | faecalibacterium | 40.0% |
| 13 | glucagon | 20.0% |
| 14 | leptin | 20.0% |

### Feature Importance (Mean ± Std)

| Rank | Feature | Importance |
|---|---|---|
| 1 | glucose | 0.1501 ± 0.0273 |
| 2 | il6 | 0.1269 ± 0.0173 |
| 3 | ldl | 0.1213 ± 0.0191 |
| 4 | crp | 0.1196 ± 0.0167 |
| 5 | cholesterol | 0.0963 ± 0.0097 |
| 6 | escherichia | 0.0896 ± 0.0137 |
| 7 | bifidobacterium | 0.0864 ± 0.0124 |
| 8 | faecalibacterium | 0.0841 ± 0.0124 |
| 9 | triglycerides | 0.0831 ± 0.0068 |
| 10 | urea | 0.0773 ± 0.0101 |
| 11 | bmi | 0.0758 ± 0.0076 |
| 12 | glucagon | 0.0640 ± 0.0000 |
| 13 | leptin | 0.0639 ± 0.0000 |
| 14 | insulin | 0.0626 ± 0.0132 |