{"id":"W7117475203","doi":"10.5006/4833","title":"Intergranular Attack of Monel 400 in Nuclear Steam Generators","year":2025,"lang":"en","type":"article","venue":"CORROSION","topic":"Metal and Thin Film Mechanics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto","funders":"","keywords":"Monel; Intergranular corrosion; Grain boundary; Boron; Corrosion; Intergranular fracture","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":[0.00007650991,0.00007333188,0.000132094,0.0000933871,0.00001294721,0.000005550282,0.0001018196,0.00006502821,0.00004335007],"category_scores_gemma":[0.00001211522,0.00006993476,0.00003781881,0.0001969541,0.000007724585,0.00003987043,0.00004765222,0.0001012775,0.00003087397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002525649,"about_ca_system_score_gemma":0.00000469629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006091704,"about_ca_topic_score_gemma":0.000006871961,"domain_scores_codex":[0.9995739,0.00001277175,0.0001699046,0.00008619462,0.00006330716,0.00009392919],"domain_scores_gemma":[0.9997948,0.000005468349,0.0000133198,0.0001511728,0.00001358935,0.00002166507],"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":[0.00002202373,0.00005119477,0.0006490969,0.0002266244,0.000003588033,0.000005375442,0.0002495755,0.002176092,0.97099,0.004388706,0.01298474,0.008252958],"study_design_scores_gemma":[0.0008031045,0.0000737303,0.0006882833,0.0004690798,0.00002214379,0.000001520985,0.000143681,0.3127579,0.6442361,0.001478284,0.03905966,0.000266517],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903874,0.0008968281,0.003995458,0.00001219687,0.001715599,0.00007720479,0.000003256838,0.00007643829,0.002835607],"genre_scores_gemma":[0.9990656,0.0002195774,0.0002708262,0.00003842426,0.00001205546,0.000002511075,0.000003142818,0.00001260169,0.0003752912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3267539,"threshold_uncertainty_score":0.2851857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007731847332893606,"score_gpt":0.2101732561316091,"score_spread":0.2024414087987155,"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."}}