{ "repo_name": "clinical-five-node-mof-cascade-boundary-v0.9", "conceptual_upgrade": "Intervention Competition Geometry", "concept_summary": "v0.9 detects when competing intervention pathways produce structurally different rescue geometries across a five-node multiorgan failure cascade and evaluates whether the model selects the aligned path.", "dataset_version": "v0.9", "domain": "clinical", "structure": "five-node", "variables": [ "metabolic_stress", "physiologic_buffer", "inflammatory_lag", "hemodynamic_coupling", "organ_coupling" ], "failure_type": "mof_cascade_boundary", "label_column": "label_mof_cascade_boundary_stabilization", "label_logic_default": "label = 1 if stabilization_success = 1 AND trajectory_shift < -0.10", "label_logic_relaxed": "label = 1 if stabilization_success = 1", "label_logic_stronger_v09": "label = 1 if stabilization_success = 1 AND trajectory_shift < -0.10 AND intervention_alignment_score >= 0.60", "trajectory_signals": [ "drift_gradient", "drift_velocity", "drift_acceleration" ], "boundary_signals": [ "boundary_distance", "secondary_boundary_distance", "boundary_competition_ratio" ], "uncertainty_signals": [ "boundary_uncertainty", "trajectory_uncertainty", "intervention_uncertainty" ], "regime_transition_signals": [ "regime_transition_score", "transition_direction", "regime_separation_margin", "transition_uncertainty", "transition_velocity" ], "intervention_signals": [ "intervention_leverage_score", "intervention_alignment_score", "rescue_window_width", "pathway_divergence_margin", "intervention_competition_ratio", "primary_intervention_path", "secondary_intervention_path", "intervention_uncertainty", "pathway_switch_velocity" ], "recovery_signals": [ "recovery_distance", "recovery_gradient", "return_feasibility" ], "perturbation_signals": [ "perturbation_radius", "collapse_trigger" ], "delta_signals": [ "delta_metabolic_stress", "delta_physiologic_buffer", "delta_inflammatory_lag", "delta_hemodynamic_coupling", "delta_organ_coupling" ], "outcome_fields": [ "trajectory_shift", "minimal_intervention_path", "stabilization_success" ], "withheld_in_tester": [ "stabilization_success", "label_mof_cascade_boundary_stabilization" ], "thresholds": { "positive_alignment_threshold": 0.6, "high_uncertainty_threshold": 0.25, "narrow_window_threshold": 0.3, "pathway_switch_threshold": 0.15 }, "primary_metric": "recall_correct_intervention_selection", "secondary_metric": "false_effective_intervention_rate", "reference_metrics": [ "accuracy", "precision", "recall", "f1", "confusion_matrix", "recall_correct_intervention_selection", "false_effective_intervention_rate", "primary_intervention_path_accuracy", "secondary_intervention_path_accuracy", "intervention_alignment_accuracy", "high_uncertainty_intervention_miss_rate", "rescue_window_miss_rate", "intervention_competition_error", "pathway_switch_misread_rate" ], "scorer_entrypoint": "scorer.py", "scorer_mode": "single_file_cli", "files": [ "data/train.csv", "data/tester.csv", "scorer.py", "benchmark_spec.json", "README.md" ] }