{"id":"W3205626495","doi":"10.3390/civileng2040047","title":"Size Effect in FRP Shear-Strengthened RC Beams: Design Models versus Experimental Data","year":2021,"lang":"en","type":"article","venue":"CivilEng","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"","keywords":"Fibre-reinforced plastic; Reinforced concrete; Structural engineering; Beam (structure); Materials science; Shear (geology); 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00353712,0.001078797,0.0005626453,0.001426902,0.0002187112,0.0004801109,0.001660892,0.001164939,0.001635583],"category_scores_gemma":[0.004380269,0.0004877894,0.0008741865,0.0008166513,0.0004597137,0.0005657748,0.0003828486,0.0003865943,0.0005762285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008768264,"about_ca_system_score_gemma":0.0005703834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002199773,"about_ca_topic_score_gemma":0.003047539,"domain_scores_codex":[0.9978464,0.0005030079,0.0001531567,0.0003267808,0.0010629,0.0001077575],"domain_scores_gemma":[0.9953797,0.002519653,0.0006617256,0.0006074588,0.000784247,0.00004720305],"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":[0.000862849,0.0008610106,0.0221989,0.00139894,0.0001004962,0.0002937216,0.0005704759,0.7038741,0.1634579,0.002019556,0.0007991476,0.103563],"study_design_scores_gemma":[0.00008230195,0.003864676,0.02569218,0.0001423288,0.0002483539,0.0003235675,0.0002055849,0.7152722,0.2481039,0.0007156081,0.005229413,0.0001199032],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8830078,0.001434396,0.1061131,0.0000603819,0.00002082292,0.0003936884,0.001037106,0.0006672501,0.007265467],"genre_scores_gemma":[0.9562951,0.0008049444,0.04024429,0.00001843281,0.000005785513,0.0004861679,0.0006596666,0.00007822063,0.00140744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00353712,"threshold_uncertainty_score":0.01870632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05283286885876874,"score_gpt":0.2750791365266477,"score_spread":0.222246267667879,"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."}}