Table 6 Healthcare domain performance comparison.
Metric | Scenario | IKEDS | KG-only | RAG-only | Parallel-KG-RAG |
|---|---|---|---|---|---|
Decision accuracy (%) | Resource allocation | 86.9 ± 3.0 | 79.3 ± 3.5 | 64.7 ± 4.6 | 79.6 ± 3.4 |
Pathway selection | 85.2 ± 3.1 | 77.5 ± 3.6 | 66.2 ± 4.5 | 78.3 ± 3.5 | |
Quality improvement | 81.7 ± 3.3 | 71.8 ± 3.9 | 65.1 ± 4.6 | 75.5 ± 3.7 | |
Knowledge relevance | Resource allocation | 0.91 ± 0.04 | 0.87 ± 0.05 | 0.73 ± 0.07 | 0.82 ± 0.06 |
Pathway selection | 0.90 ± 0.04 | 0.85 ± 0.05 | 0.69 ± 0.08 | 0.81 ± 0.06 | |
Quality improvement | 0.87 ± 0.05 | 0.82 ± 0.06 | 0.72 ± 0.07 | 0.78 ± 0.06 | |
Explanation quality | Resource allocation | 0.92 ± 0.04 | 0.81 ± 0.06 | 0.67 ± 0.08 | 0.79 ± 0.06 |
Pathway selection | 0.93 ± 0.03 | 0.82 ± 0.06 | 0.70 ± 0.08 | 0.80 ± 0.06 | |
Quality improvement | 0.89 ± 0.04 | 0.75 ± 0.07 | 0.68 ± 0.08 | 0.73 ± 0.07 | |
Cross-domain integration | Resource allocation | 0.86 ± 0.05 | 0.54 ± 0.08 | 0.48 ± 0.09 | 0.67 ± 0.07 |
Pathway selection | 0.84 ± 0.05 | 0.51 ± 0.09 | 0.45 ± 0.10 | 0.64 ± 0.08 | |
Quality improvement | 0.87 ± 0.05 | 0.52 ± 0.09 | 0.47 ± 0.09 | 0.65 ± 0.07 |
