{"id":"W4391948219","doi":"10.1007/978-3-031-53389-1_56","title":"Determining Factors Affecting Pitting Corrosion of Stainless Steel Reinforcing Bars","year":2024,"lang":"en","type":"book-chapter","venue":"Rilem bookseries","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Materials science; Pitting corrosion; Corrosion; Metallurgy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002683518,0.000348911,0.0002881654,0.0003687086,0.0002373778,0.0003845063,0.0004769083,0.0002430094,0.003449243],"category_scores_gemma":[0.0006301978,0.0003141281,0.0001796211,0.0004774459,0.0001871348,0.0002371102,0.00011482,0.0003603612,0.001172081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002852222,"about_ca_system_score_gemma":0.0002639986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005559494,"about_ca_topic_score_gemma":0.01517001,"domain_scores_codex":[0.9997334,0.00003698022,0.00001023058,0.00003632948,0.0001438149,0.00003921551],"domain_scores_gemma":[0.999643,0.0001759696,0.00005190492,0.00001305215,0.00009283139,0.00002320922],"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":[0.0004345675,0.0003507628,0.03413612,0.0003249565,0.00003411052,0.0006918041,0.0002946784,0.001793739,0.9086968,0.0005061515,0.001508786,0.05122748],"study_design_scores_gemma":[0.00001073558,0.001030222,0.4590704,0.0000372509,0.00007587785,0.001175367,0.0005069926,0.002915926,0.5268191,0.000377676,0.007941786,0.00003887306],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824494,0.003098557,0.001934652,0.00003754191,0.00002024134,0.00004879355,0.0003991579,0.00004414558,0.01196751],"genre_scores_gemma":[0.9688125,0.003455634,0.002908187,0.00002972426,0.00001748916,0.00002304401,0.001162259,0.00004092674,0.02355029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005559494,"threshold_uncertainty_score":0.0115388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01609332972432838,"score_gpt":0.2129729790925578,"score_spread":0.1968796493682294,"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."}}