{"id":"W3130233179","doi":"10.20944/preprints202102.0591.v1","title":"Living With Legacy Risk – the Limits of Practicalities?","year":2021,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Hydro (Canada)","funders":"Health and Safety Executive","keywords":"Risk analysis (engineering); Set (abstract data type); Legacy system; Hazard; Law and economics; Business; Computer science; Actuarial science; Economics; Software","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06412977,0.001616436,0.002121392,0.002988409,0.007538763,0.02697332,0.005290834,0.0130604,0.0118236],"category_scores_gemma":[0.09554192,0.0009270267,0.001217872,0.001918838,0.06900945,0.05879724,0.01376003,0.01569557,0.002288646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008095614,"about_ca_system_score_gemma":0.01044454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004463006,"about_ca_topic_score_gemma":0.003236212,"domain_scores_codex":[0.9425205,0.04008352,0.001885576,0.004419674,0.008990943,0.002099755],"domain_scores_gemma":[0.8457778,0.1258674,0.004386226,0.01298,0.008012773,0.002975839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002296351,0.00003902471,0.0004000305,0.0002961843,0.00002907506,0.0002080535,0.007236961,0.0006019005,0.0001597039,0.9644186,0.005799486,0.02078791],"study_design_scores_gemma":[0.000008464084,0.00001282374,0.0001322716,0.0004214954,0.000007326493,0.0001365254,0.007013339,0.0004683414,0.00009366692,0.9586406,0.03304711,0.00001794139],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01720522,0.0342877,0.1041388,0.6672313,0.002012741,0.0001271131,0.0001278903,0.0001944671,0.1746749],"genre_scores_gemma":[0.8275997,0.03177367,0.08079892,0.03727369,0.005346619,0.0006923798,0.0002235538,0.0003707548,0.01592067],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06412977,"threshold_uncertainty_score":0.3391547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2801107581786277,"score_gpt":0.4342490728136645,"score_spread":0.1541383146350368,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}