{"id":"W2001696203","doi":"10.1115/pvp2012-78058","title":"COG Risk-Informed In-Service Inspection (RI-ISI) Project","year":2012,"lang":"en","type":"article","venue":"Volume 1: Codes and Standards","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Power Generation","funders":"","keywords":"Scope (computer science); Piping; Reliability engineering; Engineering; Computer science; Risk analysis (engineering); Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.010905,0.001219612,0.0006397302,0.003567099,0.001651351,0.003139724,0.003766918,0.001538987,0.003114005],"category_scores_gemma":[0.01044296,0.0004658494,0.0005422842,0.002045264,0.001916706,0.001551696,0.002230684,0.001449317,0.0009167228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01270363,"about_ca_system_score_gemma":0.04104197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1404972,"about_ca_topic_score_gemma":0.1416217,"domain_scores_codex":[0.9876446,0.001525041,0.0001792347,0.0007960714,0.009253862,0.0006012811],"domain_scores_gemma":[0.9843763,0.001379315,0.0007736171,0.002311438,0.01057441,0.0005848957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00126292,0.001829662,0.02362742,0.0006108073,0.00009479636,0.0005164235,0.002255001,0.06969731,0.06730473,0.05304326,0.07978629,0.6999713],"study_design_scores_gemma":[0.0004849845,0.003486561,0.062667,0.0004975264,0.0002145141,0.0009525844,0.002311105,0.2153124,0.2017165,0.02355592,0.4883926,0.0004084353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.194143,0.001029286,0.6633656,0.002166169,0.0004956099,0.005737781,0.004064011,0.01414487,0.1148536],"genre_scores_gemma":[0.3583032,0.0005424327,0.5997491,0.0005407814,0.00004227894,0.001250001,0.004544413,0.0008978497,0.03413003],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1404972,"threshold_uncertainty_score":0.2793589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01485635720135852,"score_gpt":0.2735197050818277,"score_spread":0.2586633478804691,"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."}}