{"id":"W2501522291","doi":"10.1201/b11332-183","title":"Probability-based modeling of chloride-induced corrosion in concrete structures including parameters correlation","year":2011,"lang":"en","type":"book-chapter","venue":"","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Corrosion; Correlation; Materials science; Chloride; Composite material; Metallurgy; Mathematics; Geometry","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":[0.0004443676,0.0006162408,0.0006307061,0.0004006462,0.0001606688,0.0005922486,0.001088204,0.0007312988,0.0009291641],"category_scores_gemma":[0.001032727,0.0004311416,0.0007240474,0.0003387761,0.0004219337,0.0007732626,0.0003735744,0.0006297748,0.0004090286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003950052,"about_ca_system_score_gemma":0.0004794272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001979213,"about_ca_topic_score_gemma":0.001259618,"domain_scores_codex":[0.9997576,0.00007044893,0.000009850552,0.00003455445,0.0001128418,0.00001465331],"domain_scores_gemma":[0.9996297,0.0002243301,0.00004835409,0.00003306889,0.00005683406,0.000007570637],"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":[0.000007188677,0.000006897379,0.0001754985,0.00003928638,0.000009859295,0.00006258942,0.0000238956,0.9752274,0.002289927,0.01388259,0.0002179227,0.008056916],"study_design_scores_gemma":[0.00000102145,0.00001122452,0.00009332869,0.000003738182,0.000003328967,0.00003647572,0.000001830254,0.9944687,0.0004293575,0.004395916,0.0005513012,0.000003714503],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01222566,0.0006766075,0.9810651,0.00008878461,0.00003191238,0.0000218261,0.00007540588,0.0002573178,0.005557438],"genre_scores_gemma":[0.7848184,0.003009292,0.1904387,0.00009308115,0.0001300843,0.0001760182,0.0003077342,0.0002149983,0.02081167],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001979213,"threshold_uncertainty_score":0.003935397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08763172314350318,"score_gpt":0.2410216411730801,"score_spread":0.153389918029577,"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."}}