{"id":"W4403039706","doi":"10.1007/978-3-031-60415-7_23","title":"Temperature Distribution in Early-Age Concrete Slabs Subjected to a Fire","year":2024,"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":"Université de Moncton","funders":"","keywords":"Materials science; Structural engineering; Forensic engineering; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002526907,0.0009899382,0.001027831,0.0005167972,0.00002283491,0.0002214869,0.0003516759,0.001276621,0.0001503635],"category_scores_gemma":[0.0003030905,0.001083232,0.0001712107,0.0004104367,0.00002536903,0.0001047844,0.0001308654,0.001819927,0.0001782311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008341927,"about_ca_system_score_gemma":0.00003632188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006949832,"about_ca_topic_score_gemma":0.0005438516,"domain_scores_codex":[0.9975249,0.00001742493,0.0006745196,0.0007061617,0.0003357055,0.0007412559],"domain_scores_gemma":[0.9987977,0.0003923401,0.00004232357,0.0005648087,0.00004082962,0.0001619541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001082331,0.000003414085,0.00004720002,0.006446214,0.0004460341,0.004499896,0.00188209,0.5275434,0.4498149,0.004557689,0.001264857,0.003386053],"study_design_scores_gemma":[0.005222084,0.00114393,0.002333089,0.05726471,0.0007128416,0.0004218934,0.000008702011,0.3040865,0.3137854,0.008854159,0.2876021,0.01856456],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8624805,0.03031768,0.01945195,0.0006643058,0.02129479,0.007967458,0.004241789,0.01107658,0.04250492],"genre_scores_gemma":[0.9964535,0.0001112943,0.000324933,0.00005110817,0.0007047487,0.0001274355,0.0004965531,0.0004775272,0.001252936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2863372,"threshold_uncertainty_score":0.9991618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004409662170639704,"score_gpt":0.1854787797729106,"score_spread":0.1810691176022709,"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."}}