{"id":"W7021137731","doi":"","title":"Numerical modelling of steel members subjected to severe thermal loads","year":2001,"lang":"en","type":"article","venue":"NPARC","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Deflection (physics); Numerical models; Thermal; Boundary value problem; Computer simulation; Compression (physics); Fire resistance; Structural failure; Structural system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001239549,0.0001385378,0.0002377554,0.00006056315,0.00001785252,0.00001787159,0.0001489356,0.00007452368,0.001049063],"category_scores_gemma":[0.00002045625,0.0001380073,0.00004617293,0.0001971277,0.00001348212,0.00006945892,0.00002308442,0.00007933807,0.00009449702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004130931,"about_ca_system_score_gemma":0.00001062375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000339256,"about_ca_topic_score_gemma":0.000001322582,"domain_scores_codex":[0.9991904,0.00003778045,0.0002072969,0.0001371149,0.0001681276,0.0002592358],"domain_scores_gemma":[0.9995608,0.00007129197,0.00002089199,0.000221367,0.00003314023,0.00009253628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004293853,0.000004852062,0.0001047116,0.00004752745,0.0000259842,0.00001100363,0.0002098928,0.443987,0.5534006,0.00004729726,0.0005290572,0.001589073],"study_design_scores_gemma":[0.0005134871,0.0001002386,0.0005249698,0.00006981802,0.00002212003,0.00001916254,0.00002377825,0.651916,0.3437096,0.00009197287,0.00262906,0.000379848],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9561188,0.00001763231,0.01213924,0.00004258384,0.0002857462,0.0001703521,0.000006954535,0.0002572788,0.03096141],"genre_scores_gemma":[0.9944524,0.000005555607,0.005224233,0.00004276247,0.00009474806,0.00001417625,0.000003539679,0.00004461397,0.0001179672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2096911,"threshold_uncertainty_score":0.9998641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01382953482545888,"score_gpt":0.2065063132069661,"score_spread":0.1926767783815072,"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."}}