{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002308014,0.0004597849,0.000507488,0.0003047269,0.0002551015,0.0005684607,0.0007500688,0.0009352641,0.002342627],"category_scores_gemma":[0.0005177149,0.000362031,0.0004291538,0.0002989096,0.0004111211,0.0003037824,0.0004181235,0.0003872206,0.0006673656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005676486,"about_ca_system_score_gemma":0.0007725448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01111705,"about_ca_topic_score_gemma":0.01073359,"domain_scores_codex":[0.9998373,0.00003637181,0.000009238604,0.00002039165,0.00008102736,0.00001563549],"domain_scores_gemma":[0.9998504,0.0000547005,0.00001944189,0.00002029166,0.00004589949,0.000009297838],"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":[0.000008501043,0.000008848221,0.0001814844,0.0000278159,0.000006139133,0.00003133776,0.0000429617,0.9881375,0.005404667,0.002496738,0.0001419671,0.003511905],"study_design_scores_gemma":[0.000001762356,0.000007762844,0.0001269665,0.000004648075,0.000001623075,0.00001305893,0.00000930387,0.9969769,0.001180432,0.0003262327,0.001348648,0.000002719589],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1514818,0.0006754397,0.8152058,0.000236241,0.00006927553,0.0001227145,0.0006907278,0.0008336242,0.03068436],"genre_scores_gemma":[0.8358829,0.0007741309,0.1317367,0.00004271153,0.00002059274,0.0001651839,0.0007380288,0.0001689058,0.03047085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01111705,"threshold_uncertainty_score":0.02210468,"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."}}