{"id":"W4407841588","doi":"10.3233/978-1-61499-466-4-1134","title":"A critical review on current and proposed structural fire engineering codes for steelwork in South Africa","year":2014,"lang":"en","type":"review","venue":"IOS Press eBooks","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Current (fluid); Geology; Geography; Forensic engineering; Engineering; Oceanography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003536624,0.0006435687,0.002174078,0.00009341926,0.00003293282,0.0001173988,0.0002735668,0.0002484726,0.000004423694],"category_scores_gemma":[0.0004982559,0.0005243724,0.0002203898,0.00003018011,0.00004105775,0.00003548423,0.0000789463,0.0004213976,0.000004724938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008353142,"about_ca_system_score_gemma":0.00002983993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000014283,"about_ca_topic_score_gemma":3.396483e-7,"domain_scores_codex":[0.9980156,0.0001553506,0.0007141827,0.0004426673,0.0001830581,0.0004890891],"domain_scores_gemma":[0.9986281,0.0007046869,0.00009061571,0.0004174158,0.00003377797,0.000125447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005693328,0.000001913852,3.632105e-8,0.4348397,0.000043343,0.000006538203,0.0001247398,0.00002350978,0.0000049215,0.0007830309,0.0002005862,0.563966],"study_design_scores_gemma":[0.0001923466,0.00006295358,2.462328e-7,0.1654426,0.0003405812,0.000008061031,4.442843e-7,0.003311886,0.00003005143,0.00001383713,0.8300371,0.0005598472],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002536533,0.9949591,0.0001191744,0.000001912632,0.0009199983,0.00324853,0.0002010505,0.0002648454,0.0002599903],"genre_scores_gemma":[0.002046306,0.9957952,0.0004736397,0.00001077526,0.0004083557,0.0009803437,0.00003798939,0.0002090081,0.00003833584],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8298365,"threshold_uncertainty_score":0.9997208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04710756483265837,"score_gpt":0.3060402317205609,"score_spread":0.2589326668879026,"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."}}