{"id":"W4411804288","doi":"10.3390/fire8070252","title":"Finite Element Analysis of Flat Plate Structures in Fire","year":2025,"lang":"en","type":"article","venue":"Fire","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Finite element method; Structural engineering; Geometry; Geology; Engineering; Mathematics","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":[0.0004684582,0.0004859339,0.0005059137,0.0005634718,0.0003642633,0.0007741702,0.0009353163,0.001317369,0.002343175],"category_scores_gemma":[0.000974384,0.0004490314,0.0007335211,0.0004088721,0.0006782997,0.0003546887,0.0005879718,0.0005048742,0.0005335766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004422518,"about_ca_system_score_gemma":0.0007505303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005557153,"about_ca_topic_score_gemma":0.004912302,"domain_scores_codex":[0.9997606,0.00005108877,0.00001609437,0.00002799498,0.0001154165,0.00002885263],"domain_scores_gemma":[0.9996687,0.0001797827,0.0000361707,0.0000269245,0.00007357447,0.00001487665],"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":[0.00001975396,0.00002107263,0.00057952,0.0000481003,0.000009233945,0.00009496823,0.00006947262,0.9863784,0.006184745,0.001513318,0.0001043486,0.004976983],"study_design_scores_gemma":[0.000002325284,0.00001719892,0.0003151071,0.00001075857,0.000002158216,0.00002487887,0.00003048062,0.9977596,0.001009952,0.0003200073,0.0005029016,0.00000467915],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2894057,0.0005995652,0.6875731,0.0002284249,0.00008769887,0.0002459937,0.0005620074,0.0005928262,0.02070457],"genre_scores_gemma":[0.879855,0.0003813003,0.1100429,0.00006613733,0.00001562045,0.0002523649,0.0005096929,0.000121869,0.008755111],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005557153,"threshold_uncertainty_score":0.01104963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005307580833818097,"score_gpt":0.2234973915157374,"score_spread":0.2181898106819193,"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."}}