{"id":"W4293074156","doi":"10.11159/iccste22.225","title":"Effect of Corrosion and Transverse Reinforcement on Flexural Response of 3D Finite Element Reinforced Concrete Beams","year":2022,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Civil, Structural and Transportation Engineering","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Finite element method; Reinforcement; Flexural strength; Materials science; Reinforced concrete; Structural engineering; Corrosion; Transverse plane; Composite material; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003003199,0.0004431827,0.0002431311,0.0002665386,0.0001145949,0.0002796678,0.0003236675,0.0005501497,0.001034478],"category_scores_gemma":[0.0008181893,0.0003061307,0.0004034613,0.0001442867,0.0002292722,0.0001480656,0.0001814904,0.0002479403,0.0002074263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001600498,"about_ca_system_score_gemma":0.0001469537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001993834,"about_ca_topic_score_gemma":0.002549093,"domain_scores_codex":[0.9998012,0.00003778522,0.00001668714,0.00002459135,0.00008132403,0.00003841527],"domain_scores_gemma":[0.9994662,0.0002443451,0.000106817,0.00004666692,0.0001032011,0.00003270777],"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":[0.0003947891,0.000116666,0.01339023,0.0001334131,0.00006036507,0.0004109046,0.0002611216,0.5113394,0.4645024,0.0001820366,0.0001271645,0.009081504],"study_design_scores_gemma":[0.00001944063,0.001407288,0.03735564,0.00002885336,0.0000766185,0.0002719809,0.0002604753,0.6740481,0.2855678,0.00008207494,0.0008229468,0.00005872444],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964641,0.00007263761,0.002681739,0.00001375496,0.000005582482,0.000003810751,0.00006626103,0.00006344839,0.0006287964],"genre_scores_gemma":[0.9985235,0.00004908381,0.00106756,0.000006702435,8.321035e-7,0.000003421343,0.00003973931,0.000007201012,0.00030194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001993834,"threshold_uncertainty_score":0.003964484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009258348808514213,"score_gpt":0.2203693631388645,"score_spread":0.2111110143303502,"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."}}