{"id":"W1994840412","doi":"10.1115/icone18-29149","title":"Material Surveillance Program Regulatory Guidance for Steam Generator Tubes Extracted From Canadian CANDU Reactors","year":2010,"lang":"en","type":"article","venue":"","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nuclear Safety Commission","funders":"","keywords":"Tube (container); Generator (circuit theory); Boiler (water heating); Engineering; Reliability engineering; Computer science; Waste management","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":[0.009200903,0.0008960761,0.0004078489,0.004154683,0.004652411,0.001787516,0.004064857,0.002851262,0.007381552],"category_scores_gemma":[0.01588234,0.0008285539,0.0008228065,0.001519899,0.001931977,0.0009184614,0.0007586107,0.00156469,0.002810973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01259387,"about_ca_system_score_gemma":0.06544597,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.599325,"about_ca_topic_score_gemma":0.821861,"domain_scores_codex":[0.9818237,0.001812556,0.0008840787,0.0006406151,0.01375052,0.001088506],"domain_scores_gemma":[0.9726591,0.003417007,0.001501179,0.001330647,0.02051217,0.0005799416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006698517,0.001031064,0.03414726,0.001556553,0.00004968599,0.001628744,0.005805216,0.01526981,0.1782723,0.02562613,0.3803902,0.3555532],"study_design_scores_gemma":[0.0001369217,0.0008415208,0.09946615,0.001126464,0.0001025668,0.0009618636,0.002437026,0.006963262,0.06456649,0.002944073,0.8201186,0.0003351197],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.222336,0.005295163,0.1769887,0.02729898,0.001648507,0.01548838,0.01907108,0.008765082,0.5231081],"genre_scores_gemma":[0.3456018,0.00621757,0.3225843,0.01149494,0.000312333,0.005102356,0.01386217,0.00143029,0.2933942],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.400675,"threshold_uncertainty_score":0.8060693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008171811413120551,"score_gpt":0.2268684656979282,"score_spread":0.2186966542848076,"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."}}