{"id":"W4235474923","doi":"10.32920/ryerson.14656038","title":"UHPC Infilled Circular steel Tube Column Design","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Eurocode; Column (typography); Structural engineering; Tube (container); Engineering; Cross section (physics); Materials science; Mechanical engineering; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004907648,0.0004827874,0.0007228602,0.0001792093,0.00004420005,0.0003628951,0.0003810409,0.0004745461,0.005140012],"category_scores_gemma":[0.00009379119,0.0005344716,0.0001497382,0.0002185593,0.0000341272,0.0001190932,0.0005515314,0.0004547856,0.0001774133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003327441,"about_ca_system_score_gemma":0.0001577301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004966879,"about_ca_topic_score_gemma":0.000001852082,"domain_scores_codex":[0.9980191,0.0001039406,0.0006983707,0.0004070771,0.000335782,0.0004357358],"domain_scores_gemma":[0.9986842,0.00007099215,0.00009348449,0.0007695659,0.0003061513,0.0000755592],"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":[0.00001634387,0.00001066274,0.00005744974,0.002415801,0.001340272,0.0001362354,0.0005631772,0.4577051,0.5212549,0.002090681,0.01367097,0.0007384194],"study_design_scores_gemma":[0.001146048,0.00005178423,0.0002871808,0.0006421243,0.0001579849,0.00001831726,0.0002529881,0.17114,0.8050489,0.000250229,0.01889854,0.002105875],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2345394,0.0007197572,0.6759418,0.00003680013,0.004291083,0.00193009,0.00004165732,0.001707045,0.0807924],"genre_scores_gemma":[0.9815826,0.0002059901,0.01504249,0.0002136757,0.0003014323,0.0003046803,0.0003786321,0.0001619226,0.001808561],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7470432,"threshold_uncertainty_score":0.9997107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03095907222182417,"score_gpt":0.2318645399248782,"score_spread":0.200905467703054,"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."}}