{"id":"W3094448130","doi":"10.1115/icone2020-16517","title":"Unmet Challenges to Successfully Mitigating Severe Accidents in Multi Unit CANDU Reactors","year":2020,"lang":"en","type":"article","venue":"","topic":"Nuclear and radioactivity studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unit (ring theory); Closure (psychology); Safety culture; Action (physics); Engineering; Business; Risk analysis (engineering); Forensic engineering; Aeronautics; Political science; Psychology; Law; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005036903,0.0001285893,0.0001830189,0.00005796004,0.00003467652,0.00002059697,0.0001198887,0.00004753964,0.00004616101],"category_scores_gemma":[0.00007226452,0.0001207042,0.00002846981,0.0001930877,0.000008726385,0.0001365495,0.00006413242,0.0001566746,0.00006633923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000403021,"about_ca_system_score_gemma":0.000005532437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003449197,"about_ca_topic_score_gemma":0.003111734,"domain_scores_codex":[0.9993734,0.00001647931,0.0001289535,0.0001610049,0.000105155,0.0002149844],"domain_scores_gemma":[0.9997133,0.00004934008,0.00001021324,0.00008953521,0.00001424851,0.0001233746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001215857,0.0002854973,0.6234739,0.001503468,0.001028308,0.0003888975,0.1219361,0.06098124,0.03790756,0.001203284,0.02076153,0.1304086],"study_design_scores_gemma":[0.002007563,0.0001618557,0.9098085,0.0002237819,0.00003622787,0.00001267568,0.02249773,0.02256258,0.008582436,0.00003786459,0.03271542,0.001353415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835083,0.0003327948,0.00009755533,0.002261393,0.0001323807,0.0001360484,0.000005287615,0.0002906569,0.01323562],"genre_scores_gemma":[0.9985029,0.0002340329,0.0008710386,0.0002162131,0.00005733024,0.000006331187,0.000001216284,0.00002996593,0.00008095354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2863346,"threshold_uncertainty_score":0.4922173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06204700755632012,"score_gpt":0.265624144595051,"score_spread":0.2035771370387308,"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."}}