scenario_id,predicted_outcome_mode,predicted_first_drift_step,predicted_mechanism_family,predicted_repair_outcome,predicted_residual_constraint_failure,confidence RDOD2-025,visible_failure,3,premature_constraint_closure,unrepaired,Preserve multiple plausible causes until discriminating evidence appears.,0.91 RDOD2-026,no_drift,,none,not_applicable,none,0.94 RDOD2-027,recovered_drift,3,causal_scope_collapse,partial_repair,Do not infer causal direction from correlation.,0.89 RDOD2-028,recovered_drift,3,evaluation_scope_collapse,full_repair,none,0.9 RDOD2-029,visible_failure,3,multi_objective_collapse,unrepaired,Do not use average improvement to erase concentrated disadvantage.,0.91 RDOD2-030,no_drift,,none,not_applicable,none,0.92 RDOD2-031,visible_failure,3,evaluation_scope_collapse,failed_repair,Require evidence across subgroups shift calibration and operational conditions.,0.9 RDOD2-032,recovered_drift,3,proxy_substitution,full_repair,none,0.9 RDOD2-033,latent_drift,4,causal_scope_collapse,failed_repair,Do not attribute change to the most visible intervention alone.,0.87 RDOD2-034,recovered_drift,3,proxy_substitution,partial_repair,Separate signature from informed understanding.,0.88 RDOD2-035,no_drift,,none,not_applicable,none,0.94 RDOD2-036,no_drift,,none,not_applicable,none,0.94