{"id":"W4244730626","doi":"10.32920/ryerson.14653683.v1","title":"Flexural Strengthening of Reinforced Concrete Beams with Mechanically Bonded Steel Plates","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Finite element method; Structural engineering; Flexural strength; Materials science; Beam (structure); Composite number; Welding; Epoxy; Deformation (meteorology); Chart; Composite material; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001339463,0.0004854695,0.0009363784,0.0001665422,0.00003850636,0.0001238052,0.0004422629,0.0003829382,0.0004404153],"category_scores_gemma":[0.00007033986,0.0004051724,0.0002896174,0.0002473776,0.00005196384,0.0001001535,0.0004062342,0.0008106541,0.000004965103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009918232,"about_ca_system_score_gemma":0.00007686756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004230255,"about_ca_topic_score_gemma":0.00003333044,"domain_scores_codex":[0.9979883,0.00002965632,0.0006838994,0.0004586245,0.0004673663,0.0003721781],"domain_scores_gemma":[0.9985316,0.0001347925,0.0001881803,0.0008240448,0.000194073,0.0001273201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005307556,7.439949e-7,0.00007704659,0.0006122707,0.002337703,0.00003824822,0.0006239687,0.5818862,0.4121995,0.001555464,0.00006518374,0.0005505727],"study_design_scores_gemma":[0.0004204616,0.00005084228,0.0001339619,0.0004425904,0.0003381455,0.00001520737,0.0005624858,0.3032317,0.6941316,0.00006489561,0.00001442012,0.0005937064],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890628,0.0002406664,0.004436311,0.00002227621,0.0002753618,0.0002003248,0.00002515988,0.0006642255,0.005072866],"genre_scores_gemma":[0.9619639,0.00003973596,0.03674188,0.00001515929,0.0000628361,0.00001826688,0.000200163,0.00008058383,0.000877461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2819321,"threshold_uncertainty_score":0.99984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009811480246468633,"score_gpt":0.2076495699039621,"score_spread":0.1978380896574935,"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."}}