{"id":"W4385602326","doi":"10.1007/978-3-031-34159-5_9","title":"Steel Beam-To-Column Connection Fire Design","year":2023,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; York University","funders":"Canadian Institute of Steel Construction","keywords":"Fire protection engineering; Fire protection; Architectural engineering; Flexibility (engineering); Engineering; Frame (networking); Fire performance; Fire safety; Building code; Construction engineering; Building design; Civil engineering; Mechanical engineering; Fire resistance","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001464764,0.0007008367,0.0002649354,0.0004370197,0.000411684,0.0005599644,0.001411291,0.0007113256,0.02089633],"category_scores_gemma":[0.0002045756,0.0003707446,0.0003675184,0.0003223523,0.0002469243,0.0004511947,0.0004288645,0.0005395784,0.003834443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004535675,"about_ca_system_score_gemma":0.0004376335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001308102,"about_ca_topic_score_gemma":0.003783715,"domain_scores_codex":[0.9998511,0.00002326753,0.000003541397,0.0000232143,0.00007888237,0.00001990049],"domain_scores_gemma":[0.9999329,0.000007040019,0.000004988304,0.000009542776,0.00003718403,0.000008368318],"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":[0.0004352369,0.0002067944,0.001077864,0.0003108508,0.00005405859,0.0002430639,0.0001170207,0.4316274,0.1218666,0.07591344,0.02060148,0.3475462],"study_design_scores_gemma":[0.00006113981,0.0006424991,0.001659145,0.00007160569,0.00005956935,0.0005447508,0.0001127295,0.8204978,0.06822558,0.01863131,0.08945633,0.00003768352],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02469603,0.0003338981,0.8031037,0.0001627558,0.0001736114,0.000143984,0.0001771796,0.001238465,0.1699703],"genre_scores_gemma":[0.5502279,0.000539287,0.2357931,0.0001465048,0.00007120557,0.0002209601,0.0004501269,0.0005831141,0.2119678],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02089633,"threshold_uncertainty_score":0.06990516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01381381595211303,"score_gpt":0.1976481711135026,"score_spread":0.1838343551613895,"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."}}