{"id":"W2786266575","doi":"","title":"Finite Element Modelling of Corrosion Damaged Reinforced Concrete Structures","year":2017,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Finite element method; Corrosion; Reinforced concrete; Structural engineering; Materials science; Engineering; Composite material","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000132001,0.0002541077,0.0005298727,0.00005464343,0.0001666839,0.00001449778,0.0004574204,0.0003021905,0.008307486],"category_scores_gemma":[0.00003219201,0.0003240005,0.0002180784,0.00002606636,0.00006850547,0.0002730011,0.00004576859,0.0002178793,0.000004641511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001861479,"about_ca_system_score_gemma":0.00006866216,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01893001,"about_ca_topic_score_gemma":0.01024513,"domain_scores_codex":[0.9990409,0.00003072173,0.0002043601,0.000237571,0.0002902034,0.0001962512],"domain_scores_gemma":[0.9986494,0.00006594075,0.0003545974,0.0006399977,0.0001908473,0.00009925063],"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":[0.003438485,0.00001157417,0.000326463,0.007746748,0.0004226171,0.00004575428,0.09656099,0.4310134,0.385927,0.002775482,0.003634167,0.06809738],"study_design_scores_gemma":[0.002230205,0.0002554665,0.00995428,0.0007951429,0.0004228922,9.674415e-7,0.0275974,0.9256036,0.03000259,0.00003829839,0.002029624,0.001069534],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8327535,0.001300015,0.02015563,0.00001933229,0.001222506,0.0006176706,0.0001574638,0.000220199,0.1435537],"genre_scores_gemma":[0.9873897,0.0009673212,0.001121074,0.000002021243,0.00002089453,3.169056e-7,0.0003836892,0.00002659869,0.01008838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4945902,"threshold_uncertainty_score":0.9999212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01893873670008682,"score_gpt":0.2319873050058398,"score_spread":0.2130485683057529,"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."}}