{"id":"W4308012205","doi":"10.1680/jstbu.22.00181","title":"Effect of loss of bond on the behaviour of RC beams under service load conditions","year":2022,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Structures and Buildings","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Structural engineering; Reinforced concrete; Reinforcement; Flexural strength; Building code; Code (set theory); Code of practice; Bond; Computer science; Engineering; Construction engineering","routes":{"ca_aff":false,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002503759,0.0002297486,0.0004182377,0.0001516776,0.0001056938,0.000008198165,0.0004760229,0.00008647289,0.00004733607],"category_scores_gemma":[0.00007853861,0.0001559037,0.0001710023,0.0004830668,0.0002854106,0.0001371728,0.0001485458,0.0002995318,5.147064e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007796582,"about_ca_system_score_gemma":0.00003551616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001241862,"about_ca_topic_score_gemma":0.000001752204,"domain_scores_codex":[0.9986268,0.000007152137,0.0004741712,0.0001463182,0.0005721261,0.0001734032],"domain_scores_gemma":[0.9990733,0.0001057586,0.0003721981,0.0001630116,0.0002453819,0.00004040851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001625241,0.000005158857,0.002090843,0.001573956,0.0001941595,3.428077e-7,0.001060563,0.1502797,0.7223217,0.1217348,0.0003345672,0.0002416991],"study_design_scores_gemma":[0.0007240354,0.0003610742,0.006544601,0.0002255897,0.0002535534,0.00003557309,0.000449516,0.00131809,0.9888548,0.0009442405,0.0001065199,0.0001824265],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983069,0.0001838152,0.00004081958,0.00009085151,0.0002565607,0.0003751309,0.0001587431,0.00003297533,0.000554212],"genre_scores_gemma":[0.9997506,0.00002225562,0.0001419846,0.00001879017,0.00001671496,0.0000176221,0.000004272837,0.00001976274,0.000008045277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.266533,"threshold_uncertainty_score":0.6357571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005658035304386325,"score_gpt":0.2112830211297475,"score_spread":0.2056249858253612,"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."}}