{"id":"W3133610155","doi":"10.3390/su13063004","title":"Living with Legacy Risk—The Limits of Practicalities?","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Risk Perception and Management","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Hydro (Canada)","funders":"","keywords":"Risk analysis (engineering); Set (abstract data type); Legacy system; Hazard; Business; Computer science; Law and economics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001879357,0.00005489674,0.00009567466,0.00001732238,0.0004350566,0.00009169542,0.0001311726,0.00003396026,0.000633706],"category_scores_gemma":[0.006057253,0.00003834689,0.00004929564,0.0003128217,0.0005142904,0.0002748613,0.00006487422,0.0001265273,0.000005528086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003018492,"about_ca_system_score_gemma":0.0008786431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004585458,"about_ca_topic_score_gemma":0.00500532,"domain_scores_codex":[0.9982921,0.0008617376,0.0001397311,0.0001711989,0.0003168117,0.0002183619],"domain_scores_gemma":[0.9981193,0.0005359679,0.00009091023,0.0003218364,0.0008735973,0.0000583963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003323198,0.0004908463,0.2111259,0.0001847715,0.00005516836,0.00001598338,0.1097551,0.00009697056,0.000005588713,0.6311991,0.00242364,0.04461371],"study_design_scores_gemma":[0.00009308221,0.0000388622,0.2957168,0.00001069947,0.0000345172,4.983303e-7,0.3887319,0.0000128804,0.00001733617,0.01300206,0.302257,0.00008438568],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8991678,0.00006437127,0.001496293,0.02382109,0.0001057257,0.0004135956,0.000001769101,0.00005700114,0.0748724],"genre_scores_gemma":[0.9921088,0.00009815801,0.00023221,0.0001498167,0.00005898687,0.00001700172,4.716646e-7,0.00000388716,0.007330626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6181971,"threshold_uncertainty_score":0.7251536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02303218193120943,"score_gpt":0.3482577967534587,"score_spread":0.3252256148222493,"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."}}