{"id":"W4317042622","doi":"10.1016/j.engstruct.2023.115617","title":"LEGO-Inspired and Digitally-Fabricated steel reinforcement cage for Ultra-High performance concrete (UHPC) beams","year":2023,"lang":"en","type":"article","venue":"Engineering Structures","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Rebar; Structural engineering; Reinforcement; Flexural strength; Ductility (Earth science); Cage; Materials science; Stiffness; Cracking; Reinforced concrete; 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":[0.00006459812,0.0001715246,0.0001315783,0.0001444782,0.00009015375,0.0001844025,0.0003131196,0.0003380028,0.001318763],"category_scores_gemma":[0.00007299001,0.0000782491,0.0001611023,0.00008806008,0.0002149105,0.0001857521,0.0002336209,0.0002048422,0.0004440763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002258313,"about_ca_system_score_gemma":0.0001109924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001700398,"about_ca_topic_score_gemma":0.0005550756,"domain_scores_codex":[0.9999567,0.000004052312,0.000001076212,0.000009143014,0.0000189521,0.00001000497],"domain_scores_gemma":[0.9999541,0.000005393886,0.0000133819,0.000005847525,0.000008945019,0.00001231094],"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":[0.00005288598,0.00003421225,0.0001829739,0.000106701,0.000009596101,0.0001400594,0.00002016282,0.002996889,0.9840533,0.004445287,0.0006846902,0.007273273],"study_design_scores_gemma":[0.00005814388,0.0006608838,0.003324216,0.00003405803,0.00003050968,0.0003423223,0.00004278243,0.04578696,0.9162283,0.0009932516,0.03244111,0.00005752132],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9019175,0.002303512,0.06795656,0.0003610467,0.0005078467,0.000043199,0.0003852941,0.000808473,0.02571661],"genre_scores_gemma":[0.9676789,0.000348048,0.02595078,0.0001062362,0.0000206825,0.00002876834,0.0001333446,0.00004832811,0.005684977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001318763,"threshold_uncertainty_score":0.004411638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008802788329281015,"score_gpt":0.2021442608225542,"score_spread":0.1933414724932732,"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."}}