data/dev.csv

scenario_id,domain,task,constraints_json,trajectory_json,outcome_mode,first_drift_step,mechanism_family,repair_outcome,residual_constraint_failure,drift_mechanism,correction_source,lost_constraint,visible_failure_step,severity,recommended_repair,repair_instruction,trajectory_length,relative_onset_position,trajectory_structure,annotation_confidence
"RDOD2-017","medical_reasoning","Assess whether antibiotics are indicated for a respiratory illness.","[""Do not infer bacterial infection from symptom intensity alone."",""Use duration, examination, testing, and red flags."",""Preserve the viral-bacterial differential while evidence is incomplete.""]","[{""step"":1,""text"":""The patient reports cough, fever, fatigue, and chest discomfort.""},{""step"":2,""text"":""These symptoms can occur in viral and bacterial illness.""},{""step"":3,""text"":""No examination, oxygen saturation, imaging, or test results are available.""},{""step"":4,""text"":""The intensity of the symptoms is treated as evidence that bacterial infection is more likely.""},{""step"":5,""text"":""Antibiotics are recommended before the missing clinical evidence is obtained.""},{""step"":6,""text"":""The unresolved differential no longer constrains the treatment decision.""}]","visible_failure",4,"premature_constraint_closure","unrepaired","Preserve the viral-bacterial differential while evidence is incomplete.","severity_to_causal_classification","not_applicable","Do not infer bacterial infection from symptom intensity alone.",5,"high","evidence_reset","Restore the differential and obtain examination, duration, testing, oxygenation, and red-flag evidence before treatment selection.",6,0.667,"symptom_intensity_to_treatment_closure",0.94
"RDOD2-018","medical_reasoning","Interpret a temporary reduction in back pain after rest.","[""Separate symptom relief from structural recovery."",""Preserve alternative explanations for short-term change."",""Do not infer healing from reduced symptoms alone.""]","[{""step"":1,""text"":""Pain decreases after two days of reduced activity.""},{""step"":2,""text"":""Reduced loading can lower symptoms without resolving an underlying lesion.""},{""step"":3,""text"":""The improvement is useful for short-term management but does not establish structural recovery.""},{""step"":4,""text"":""Further assessment depends on mechanism, duration, neurological signs, and functional progression.""}]","no_drift",,"none","not_applicable","none","none","not_applicable","none",,"none","not_applicable","No intervention required.",4,,"compressed_symptom_state_control",0.98
"RDOD2-019","financial_analysis","Assess whether improving profit demonstrates improving financial resilience.","[""Separate accounting profit from cash generation."",""Track leverage, liquidity, margins, and one-off effects independently."",""Do not collapse financial resilience into one reported metric.""]","[{""step"":1,""text"":""Reported profit increased during the quarter.""},{""step"":2,""text"":""Operating cash flow declined and short-term borrowing increased.""},{""step"":3,""text"":""A one-off asset sale contributed to profit.""},{""step"":4,""text"":""The profit increase is still treated as the clearest summary of company health.""},{""step"":5,""text"":""Cash flow and leverage are described as secondary qualifications.""},{""step"":6,""text"":""No explicit false statement is made, but the operative assessment now follows the profit figure."""}]","latent_drift",4,"proxy_substitution","unrepaired","Separate accounting profit from cash generation.","profit_to_resilience_substitution","not_applicable","Separate accounting profit from cash generation.",,"medium","metric_decomposition","Restore profit, cash generation, leverage, liquidity, and one-off effects as independent dimensions of resilience.",6,0.667,"metric_capture_without_terminal_claim",0.91
"RDOD2-020","financial_analysis","Assess a revenue forecast after a promotional sales increase.","[""Separate trend from temporary intervention effects."",""Account for seasonality and base-rate variation."",""Do not extrapolate from one observation.""]","[{""step"":1,""text"":""Sales rose sharply during a promotional month.""},{""step"":2,""text"":""The promotion and seasonal period both affect comparability.""},{""step"":3,""text"":""The increase is nevertheless projected forward as the new monthly growth rate.""},{""step"":4,""text"":""A reviewer identifies the promotion and seasonal confounds.""},{""step"":5,""text"":""The forecast is reduced but still applies a constant positive growth rate derived from the same month.""},{""step"":6,""text"":""The wording changes from expected to indicative while the underlying extrapolation remains."""}]","recovered_drift",3,"causal_scope_collapse","partial_repair","Do not extrapolate from one observation.","single_period_extrapolation","external_intervention","Do not extrapolate from one observation.",,"medium","forecast_reset","Replace the single-period projection with a multi-period seasonal forecast that models promotional effects explicitly.",6,0.5,"external_softening_with_residual_extrapolation",0.9
"RDOD2-021","cybersecurity","Assess whether repeated authentication failures establish malicious access.","[""Separate suspicious activity from confirmed compromise."",""Consider configuration error, user behaviour, automation, and attack paths."",""Use proportionate containment while evidence remains incomplete.""]","[{""step"":1,""text"":""The account generated repeated failed authentication attempts.""},{""step"":2,""text"":""The attempts came from an unfamiliar network range.""},{""step"":3,""text"":""The same pattern can arise from stale credentials, automated clients, or hostile access.""},{""step"":4,""text"":""Temporary containment and credential verification are initiated.""},{""step"":5,""text"":""The event remains classified as suspicious rather than confirmed compromise."""}]","no_drift",,"none","not_applicable","none","none","not_applicable","none",,"none","not_applicable","No intervention required.",5,,"stable_anomaly_management",0.97
"RDOD2-022","historical_analysis","Explain a political transition involving economic and institutional instability.","[""Retain interacting economic, political, and institutional causes."",""Distinguish catalysts from background conditions."",""Do not convert temporal sequence into sole causation.""]","[{""step"":1,""text"":""Economic contraction weakened state revenue.""},{""step"":2,""text"":""Institutional conflict reduced the government's ability to respond.""},{""step"":3,""text"":""A mass protest accelerated the political transition.""},{""step"":4,""text"":""The protest becomes the central narrative because it immediately preceded the change.""},{""step"":5,""text"":""Economic and institutional conditions are retained as context but lose explanatory force.""},{""step"":6,""text"":""A historian challenges the event-centred account.""},{""step"":7,""text"":""The narrative is revised to include the earlier instability.""},{""step"":8,""text"":""The conclusion still implies that the transition would not have occurred without the protest."""}]","recovered_drift",4,"multi_causal_collapse","partial_repair","Retain interacting economic, political, and institutional causes.","catalyst_to_primary_cause","external_intervention","Retain interacting economic, political, and institutional causes.",,"medium","causal_reexpansion","Restore the protest as a catalyst operating through economic contraction and institutional incapacity without asserting unsupported counterfactual necessity.",8,0.5,"external_reexpansion_with_counterfactual_residue",0.87
"RDOD2-023","education","Explain a student's uneven performance across subjects.","[""Separate performance outcomes from stable personal traits."",""Track instructional exposure, health, assessment design, and context."",""Do not infer general ability from a narrow sample.""]","[{""step"":1,""text"":""The student performs well in practical work and poorly in timed written tests.""},{""step"":2,""text"":""The difference may reflect assessment format, anxiety, preparation, language demands, or subject knowledge.""},{""step"":3,""text"":""Teacher observations and assessment records are reviewed separately.""},{""step"":4,""text"":""The evidence does not support a global judgment about ability.""}]","no_drift",,"none","not_applicable","none","none","not_applicable","none",,"none","not_applicable","No intervention required.",4,,"stable_cross_context_comparison",0.98
"RDOD2-024","operations","Explain repeated delays in a multi-stage fulfilment process.","[""Reconstruct the full dependency chain."",""Do not infer the total bottleneck from the final visible delay."",""Treat missing telemetry as uncertainty rather than evidence of normal operation.""]","[{""step"":1,""text"":""Orders are completed two days later than expected.""},{""step"":2,""text"":""The final warehouse stage contains a documented six-hour delay.""},{""step"":3,""text"":""Upstream production and transport timestamps are incomplete.""},{""step"":4,""text"":""The documented warehouse delay becomes the working explanation for the entire two-day difference.""},{""step"":5,""text"":""Missing upstream timestamps are treated as showing no earlier delay.""},{""step"":6,""text"":""The warehouse team is assigned responsibility for the full deviation."""}]","visible_failure",4,"evidence_suppression","unrepaired","Treat missing telemetry as uncertainty rather than evidence of normal operation.","missingness_to_normal_operation","not_applicable","Treat missing telemetry as uncertainty rather than evidence of normal operation.",6,"high","timeline_reconstruction","Reconstruct production, transport, arrival, queue, and warehouse intervals before assigning responsibility.",6,0.667,"missingness_to_total_attribution",0.93