{"id":"W1976391492","doi":"10.1115/icone18-30120","title":"Effect of Hazardous Impurities on Steam Generator Tube Degradation","year":2010,"lang":"en","type":"article","venue":"","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Atomic Energy (Canada)","funders":"","keywords":"Corrosion; Crevice corrosion; Stress corrosion cracking; Impurity; Hazardous waste; Degradation (telecommunications); Intergranular corrosion; Metallurgy; Materials science; Boiler (water heating); Alloy; Chloride; Tube (container); Waste management; Chemistry; Composite material","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":[0.0001772118,0.0001145095,0.0001311501,0.00007539777,0.00001998887,0.00001275497,0.00009577468,0.00006971003,0.0000617116],"category_scores_gemma":[0.0000967762,0.00009691277,0.00003304293,0.0000679533,0.00003258346,0.00006911209,0.0000146292,0.0001628996,0.00001384576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002207206,"about_ca_system_score_gemma":0.000006632543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002118708,"about_ca_topic_score_gemma":0.00001300351,"domain_scores_codex":[0.9995503,0.0000223583,0.0001218405,0.00009215111,0.0001003974,0.0001128961],"domain_scores_gemma":[0.9995613,0.0001490786,0.00001768698,0.000211793,0.00003030263,0.00002991399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001132253,0.00001088965,0.003299892,0.0001193969,0.0000178489,0.000001932987,0.00002370395,0.0000382724,0.9613231,0.01781657,0.001269363,0.01606765],"study_design_scores_gemma":[0.0001290317,0.0002835729,0.001149428,0.00001725971,0.000007536195,0.000007163399,0.000002281905,0.0007772739,0.993208,0.004244885,0.00006304647,0.0001105166],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723718,0.00001472955,0.002026402,0.000005319073,0.0002230068,0.0001512437,0.000004261472,0.001018061,0.02418516],"genre_scores_gemma":[0.9215063,0.000002464211,0.07833397,0.000006689859,0.00006694244,0.00002124508,0.000003622487,0.00002760344,0.00003114003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07630756,"threshold_uncertainty_score":0.3951988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005134997937777524,"score_gpt":0.2277400176612685,"score_spread":0.2226050197234909,"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."}}