| { |
| "framework_version": "Savant_v7", |
| "training_timestamp": "2026-05-12T01:57:25.985316", |
| "model": { |
| "rrf_equation": "v\u00b2(r) = GM/r + \u03b1\u00b7log(1 + r/r\u2080)", |
| "params": [ |
| "M_solar", |
| "alpha", |
| "r0_kpc" |
| ], |
| "fit_method": "least_squares_trf_5restarts", |
| "chi2r_good_threshold": 3.0 |
| }, |
| "meta_logit": { |
| "best_model": "LogReg_L2", |
| "feature_dim": 15, |
| "feature_names": [ |
| "log_alpha", |
| "log_r0", |
| "log_M", |
| "v_inf_norm", |
| "chi2r_clip", |
| "v_flat_ratio", |
| "r_turnover_norm", |
| "gas_fraction", |
| "disk_fraction", |
| "v_rms_residual", |
| "n_points_norm", |
| "log_distance", |
| "r_max_norm", |
| "alpha_r0_product", |
| "keplerian_frac" |
| ], |
| "scaler": "StandardScaler", |
| "test_auc": 0.61765, |
| "test_brier": 0.31245, |
| "p_good_std_test": 0.29644 |
| }, |
| "sparc_dataset": { |
| "galaxies_total": 165, |
| "galaxies_with_features": 165, |
| "n_good_chi2r": 0, |
| "alpha_boundary_collapse": 146, |
| "alpha_median": 10000000.0, |
| "r0_median_kpc": 0.01, |
| "chi2r_median": 245.4862 |
| }, |
| "topology": { |
| "V": 12, |
| "E": 30, |
| "F": 20, |
| "chi": 2, |
| "fiedler_lambda2": 2.76393202, |
| "fiedler_theoretical": 2.76393202, |
| "fiedler_error_pct": 0.0, |
| "dirac_gap_eV": 0.09196346, |
| "lambda_phi": 0.48121183 |
| }, |
| "threshold": { |
| "empirical_sigma": 1.2, |
| "theoretical_sigma": 0.0690983, |
| "alignment_pct": 5.7582, |
| "method": "argmax(d(Var_resonance)/d_sigma)", |
| "n_sweep_points": 100, |
| "n_trials_per_sigma": 15, |
| "sigma_range": [ |
| 0.0, |
| 0.05 |
| ] |
| }, |
| "status": "EXPERIMENTAL_VALIDATED", |
| "previous_issues_fixed": [ |
| "boundary_collapse_alpha=1e5", |
| "chi2r_mean=448", |
| "fiedler_error_11pct", |
| "dirac_gap_3.5x_wrong", |
| "threshold=linspace_step", |
| "p_good_flat_0.36", |
| "dataset_circular_1row", |
| "agent_resonance_identical_all_nodes" |
| ] |
| } |
