{"id":"W4230444260","doi":"10.32920/ryerson.14656920","title":"Modeling And Design Of Rigid Connections Between Columns And Flat Slabs","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":"Precast concrete; Connection (principal bundle); Slab; Column (typography); Structural engineering; Reinforcement; Computer science; 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":[0.0002094363,0.0006693428,0.0004379007,0.0005315804,0.0002769925,0.0007836665,0.0009929285,0.0006446209,0.003016978],"category_scores_gemma":[0.0006006171,0.0005272022,0.0004418691,0.0004127177,0.0007063723,0.0005386962,0.0006439979,0.0003657469,0.0006585961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003334895,"about_ca_system_score_gemma":0.0007030643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002907201,"about_ca_topic_score_gemma":0.002620876,"domain_scores_codex":[0.9998332,0.00004406136,0.00000671672,0.00003128348,0.00006023663,0.00002449752],"domain_scores_gemma":[0.9998978,0.0000285572,0.00002694223,0.00001524145,0.00001613893,0.00001529804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002109177,0.00001014223,0.0001721049,0.00003047747,0.000005227274,0.00004421474,0.00002205189,0.9818511,0.004130318,0.0087286,0.000146606,0.004838081],"study_design_scores_gemma":[0.00000432546,0.00002760355,0.0001540642,0.000005964304,0.000004523421,0.00001599696,0.00001375702,0.9944804,0.001011618,0.002993684,0.001284155,0.000004031999],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1516228,0.0005141718,0.8225848,0.0001290611,0.00004933835,0.00007266522,0.0002888209,0.0006664572,0.02407192],"genre_scores_gemma":[0.8976623,0.0006984826,0.08387286,0.00002393828,0.00002448485,0.0001420914,0.000285035,0.0001820961,0.01710861],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003016978,"threshold_uncertainty_score":0.01009279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.032316698394826,"score_gpt":0.2350713536639103,"score_spread":0.2027546552690843,"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."}}