{"id":"W1971440168","doi":"10.1115/icone12-49019","title":"Steam Generator Analysis Tools and Modeling of Degradation Mechanisms","year":2004,"lang":"en","type":"article","venue":"12th International Conference on Nuclear Engineering, Volume 1","topic":"Nuclear reactor physics and engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Atomic Energy (Canada)","funders":"","keywords":"Fouling; Boiler (water heating); Piping; Degradation (telecommunications); Nuclear engineering; Corrosion; Materials science; Mechanical engineering; Engineering; Environmental science; Process engineering; Computer science; Waste management; Composite material; Chemistry; Electrical engineering","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":[0.00006584975,0.0001949585,0.0002306971,0.0002905758,0.00002477915,0.00008908621,0.0001940757,0.00007548279,0.0002336943],"category_scores_gemma":[0.00001716326,0.0002202418,0.00008379017,0.0002285823,0.00001132651,0.0002452643,0.00003752566,0.0001733287,0.00002451635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001009287,"about_ca_system_score_gemma":0.00001141614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002646235,"about_ca_topic_score_gemma":0.000002801275,"domain_scores_codex":[0.9991174,0.000003001463,0.0002510951,0.0001954837,0.0002534863,0.0001795772],"domain_scores_gemma":[0.9996005,0.000007108478,0.00003635186,0.0001750812,0.00008977703,0.00009119557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004176774,0.00001615464,0.000007873537,0.00002102248,0.0002666388,0.00000167428,0.0000932262,0.8248529,0.0382987,0.1357122,0.00001495413,0.0007104245],"study_design_scores_gemma":[0.0002245166,0.00004040222,0.0002409144,0.00004277491,0.00005531016,0.000002150392,0.00005337797,0.996919,0.001231625,0.0003730158,0.0005995064,0.0002174004],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7613611,0.00004059254,0.2333448,0.00006551565,0.0005102777,0.0001124792,0.00009398714,0.000380453,0.004090732],"genre_scores_gemma":[0.9943481,0.00009101057,0.005354151,0.00001392086,0.00006299244,0.000004510277,0.00003630495,0.00005974705,0.00002927477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.232987,"threshold_uncertainty_score":0.8981201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02531864406823909,"score_gpt":0.2149605246756729,"score_spread":0.1896418806074338,"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."}}