{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001062882,0.0001158306,0.000328991,0.0002127518,0.00001383236,0.00001678614,0.0001259286,0.00007324247,0.0003444029],"category_scores_gemma":[0.00004736939,0.0001134498,0.00007366679,0.0006926715,0.00001318791,0.00003969262,0.00003646756,0.00006597361,0.000007048753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004834675,"about_ca_system_score_gemma":0.00001005042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001373402,"about_ca_topic_score_gemma":0.00007500331,"domain_scores_codex":[0.9993337,0.00002730948,0.000270977,0.0001233896,0.00008846031,0.0001561154],"domain_scores_gemma":[0.9995875,0.0001178679,0.00002818517,0.0002335615,0.00001386418,0.00001905714],"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":[0.00006170764,0.00001056037,0.01545276,0.0009871218,0.002519771,0.00004193866,0.0009212026,0.8838667,0.04590461,0.000829128,0.006184177,0.04322031],"study_design_scores_gemma":[0.0004147179,0.00002349824,0.06951262,0.0001150874,0.0003024163,1.549775e-7,0.00001986405,0.8616784,0.06438898,0.0002153262,0.003126903,0.0002020843],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978606,0.0004127114,0.0002104869,0.00004290961,0.0002897267,0.0001248066,0.00006801952,0.00008580222,0.000904916],"genre_scores_gemma":[0.9995248,0.00003016448,0.0002149618,0.00004144006,0.00001651721,0.00001318406,0.0000432443,0.00001082523,0.000104845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05405986,"threshold_uncertainty_score":0.462635,"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."}}