{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001065788,0.0001947879,0.0004598658,0.0001389203,0.00005056986,0.0000924977,0.00008387311,0.0002138964,0.00005200902],"category_scores_gemma":[0.00003986992,0.0002072711,0.00006759215,0.0001171613,0.00003214267,0.00004954939,0.0002208671,0.0003275684,8.058631e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003884965,"about_ca_system_score_gemma":0.00002165045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001166109,"about_ca_topic_score_gemma":0.0001114368,"domain_scores_codex":[0.9991406,0.00002902325,0.0002850793,0.0002899404,0.0001095316,0.0001458516],"domain_scores_gemma":[0.9994335,0.0001147133,0.00003006016,0.0002733716,0.00007346044,0.00007486917],"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":[0.000001453813,5.898398e-7,0.002195995,0.0002821822,0.0006529012,0.000002202444,0.0002877812,0.9784386,0.01739746,0.00006079914,0.00002939476,0.0006506682],"study_design_scores_gemma":[0.0001033817,0.00000737034,0.0006315716,0.00009718833,0.0003179823,0.000005046532,0.0001587651,0.977616,0.02017873,0.0006411958,0.000004700425,0.0002381036],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8001582,0.0008823884,0.1981051,0.0000192101,0.0001030759,0.0001214187,0.00001748776,0.0001624129,0.0004306818],"genre_scores_gemma":[0.9774613,0.000334528,0.02199358,0.000003139851,0.00005679297,0.000009513276,0.00002517784,0.00002841116,0.0000875287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1773031,"threshold_uncertainty_score":0.845227,"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."}}