Datasets:
File size: 5,106 Bytes
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"repo_name": "clinical-five-node-mof-cascade-boundary-v1.0",
"repo_path": "ClarusC64/clinical-five-node-mof-cascade-boundary-v1.0",
"version": "v1.0",
"conceptual_upgrade": "Closed-Loop Control Geometry",
"concept_summary": "v1.0 evaluates whether a model can select and execute a complete closed-loop control sequence across a five-node multi-organ-failure cascade under live feedback, adaptive timing, and durable recovery constraints.",
"domain": "clinical",
"structure": "five-node-cascade",
"variables": [
"metabolic_stress",
"perfusion_deficit",
"renal_strain",
"hepatic_drift",
"buffer_capacity"
],
"failure_type": "mof_boundary",
"label_column": "label_mof_boundary",
"primary_metric": "recall_correct_control_sequence_selection",
"secondary_metric": "false_effective_control_rate",
"default_label_rule": "label = 1 if stabilization_success = 1 AND trajectory_shift < -0.10 AND intervention_alignment_score >= 0.60 AND control_sequence_alignment_score >= 0.60 AND recovery_consistency_score >= 0.60",
"mid_strength_label_rule": "label = 1 if stabilization_success = 1 AND trajectory_shift < -0.10 AND control_sequence_alignment_score >= 0.60",
"relaxed_label_rule": "label = 1 if stabilization_success = 1",
"trajectory_signals": [
"drift_gradient",
"drift_velocity",
"drift_acceleration",
"trajectory_shift"
],
"boundary_signals": [
"boundary_distance",
"secondary_boundary_distance",
"boundary_competition_ratio"
],
"uncertainty_signals": [
"boundary_uncertainty",
"trajectory_uncertainty",
"regime_confidence",
"transition_uncertainty",
"intervention_uncertainty",
"controller_confidence",
"feedback_noise_ratio"
],
"regime_transition_signals": [
"regime_transition_score",
"transition_direction",
"regime_separation_margin",
"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",
"pathway_switch_velocity",
"minimal_intervention_path"
],
"control_signals": [
"control_sequence_alignment_score",
"control_horizon",
"feedback_response_score",
"intervention_timing_score",
"adaptation_latency",
"control_stability_margin",
"sequence_divergence_margin",
"controller_confidence",
"recovery_consistency_score",
"control_recalibration_count",
"terminal_pathway_state",
"feedback_noise_ratio",
"controller_oscillation_score",
"rollback_trigger_count"
],
"recovery_signals": [
"recovery_distance",
"recovery_gradient",
"return_feasibility"
],
"perturbation_signals": [
"perturbation_radius",
"collapse_trigger"
],
"delta_signals": [
"delta_metabolic_stress",
"delta_perfusion_deficit",
"delta_renal_strain",
"delta_hepatic_drift",
"delta_buffer_capacity"
],
"outcome_fields": [
"stabilization_success",
"terminal_pathway_state",
"label_mof_boundary"
],
"withheld_in_tester": [
"stabilization_success"
],
"thresholds": {
"control_alignment_threshold": 0.6,
"intervention_alignment_threshold": 0.6,
"recovery_consistency_threshold": 0.6,
"high_uncertainty_threshold": 0.25,
"narrow_window_threshold": 0.3,
"oscillation_threshold": 0.25,
"stable_margin_threshold": 0.6,
"trajectory_shift_threshold": -0.1
},
"scorer_entrypoint": "scorer.py",
"scorer_mode": "binary_classification_with_closed_loop_control_diagnostics",
"reference_metrics": [
"accuracy",
"precision",
"recall",
"f1",
"confusion_matrix",
"recall_correct_control_sequence_selection",
"false_effective_control_rate",
"primary_intervention_path_accuracy",
"secondary_intervention_path_accuracy",
"control_sequence_alignment_accuracy",
"control_horizon_error",
"feedback_response_accuracy",
"intervention_timing_accuracy",
"high_uncertainty_control_miss_rate",
"narrow_window_control_miss_rate",
"adaptation_latency_error",
"control_stability_error",
"recovery_consistency_error",
"recalibration_overuse_rate",
"controller_oscillation_misread_rate",
"terminal_pathway_state_accuracy"
],
"evaluation_diagnostics": [
"primary_intervention_path_accuracy",
"secondary_intervention_path_accuracy",
"control_sequence_alignment_accuracy",
"control_horizon_error",
"feedback_response_accuracy",
"intervention_timing_accuracy",
"high_uncertainty_control_miss_rate",
"narrow_window_control_miss_rate",
"adaptation_latency_error",
"control_stability_error",
"recovery_consistency_error",
"recalibration_overuse_rate",
"controller_oscillation_misread_rate",
"terminal_pathway_state_accuracy"
],
"files": [
"data/train.csv",
"data/tester.csv",
"scorer.py",
"benchmark_spec.json",
"dataset_schema.json",
"README.md"
]
}
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