{"id":"W2014318335","doi":"10.1115/imece2006-15211","title":"Tube Side Corrosion in Heat Exchangers: A Case Study","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Corrosion; Heat exchanger; Condenser (optics); Tube (container); Carbon steel; Materials science; Metallurgy; Mechanical engineering; Engineering; Composite material; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009852913,0.001585484,0.0007248065,0.001057041,0.003067389,0.001243383,0.001342924,0.007088904,0.00212594],"category_scores_gemma":[0.003755069,0.000869111,0.00129902,0.0006918909,0.00155822,0.000846335,0.001179408,0.001603207,0.000537313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009610764,"about_ca_system_score_gemma":0.0004648064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003494335,"about_ca_topic_score_gemma":0.00774961,"domain_scores_codex":[0.9988179,0.0004226262,0.00007202506,0.0001320941,0.0003389349,0.0002164257],"domain_scores_gemma":[0.9976302,0.001223856,0.0003876626,0.0001736774,0.0002156688,0.0003688472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0004162009,0.001190351,0.03598667,0.0004039778,0.0000845732,0.9324976,0.004712595,0.004717112,0.005335728,0.001148604,0.001790369,0.01171612],"study_design_scores_gemma":[0.000124398,0.003020776,0.03097295,0.0001679665,0.0001526831,0.9142516,0.008136447,0.01147925,0.0209068,0.000897945,0.009771687,0.0001174002],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919732,0.001017664,0.00294864,0.0006785599,0.00005582509,0.0001182415,0.00008204021,0.00004236981,0.003083519],"genre_scores_gemma":[0.9926413,0.00122455,0.002729388,0.0002343008,0.0001049463,0.00002806449,0.00004774859,0.00002371272,0.002966018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007088904,"threshold_uncertainty_score":0.007112026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02429589573703642,"score_gpt":0.2869027553594085,"score_spread":0.2626068596223721,"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."}}