Tumor growth prediction on NLST cohort (holdout)
0.1981RMSE (log)Gompertz + Bayesian
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gompertz + Bayesian2026.05 | 0.1981 | 0.1285 | 0.001 | -0.2857 | 0.8182 | 0.4103 | 0.0577 | 0.1525 | 78.769 | 4.6239 | 0.0167 | |
| Bayesian PINN2026.05 | 0.1982 | — | — | — | 0.8176 | — | — | — | 78.723 | 4.6214 | 0.0167 | |
| PINN + Bayesian2026.05 | 0.2569 | 0.0618 | 0.1142 | 0.3547 | 0.9695 | 0.2856 | 0.1519 | 0.1986 | 13.327 | 27.7235 | -0.7167 | |
| Pure Gompertz2026.05 | 0.2932 | 0.1621 | 0.1191 | 0.2619 | 1.1955 | 0.244 | 0.2129 | 0.2171 | — | — | — | |
| Pure GP2026.05 | 0.3932 | 0.2172 | 0.0197 | 0.2303 | 1.082 | 0.1474 | 0.0577 | 0.2718 | — | — | — | |
| Bayesian GP2026.05 | 0.5256 | 0.0024 | 9.98 | 0.6075 | 1.9095 | 1.48 | 5.14 | 0.9482 | 52.004 | 28.6113 | -0.7167 | |
| Pure PINN2026.05 | 0.7224 | 1.69 | 1.3 | 1.5748 | 2.7172 | 2.14 | 1.3 | 1.7323 | — | — | — |