{"id":"W4404329652","doi":"10.1002/fam.3244","title":"Review of the <scp>NRC</scp> Canada studies on fire resistance of floor assemblies: Results, design guidelines and research gaps","year":2024,"lang":"en","type":"article","venue":"Fire and Materials","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Fire resistance; Engineering; Forensic engineering; Environmental science; Civil engineering; Materials science; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003484905,0.0001945207,0.0005761959,0.00004457431,0.00007561463,0.00006658925,0.0001848229,0.00007156167,0.00001038071],"category_scores_gemma":[0.005252673,0.0001285917,0.00002818592,0.0002326764,0.0001102824,0.00007227284,0.0001177355,0.00007962219,0.000002824122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006506019,"about_ca_system_score_gemma":0.0001784582,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007435853,"about_ca_topic_score_gemma":0.002442107,"domain_scores_codex":[0.997973,0.0003819132,0.0007571587,0.0002506117,0.000398512,0.0002387532],"domain_scores_gemma":[0.9978389,0.00131752,0.00009171446,0.0003699317,0.0003379529,0.00004403026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002034565,0.000002441739,8.095163e-7,0.04305635,0.0001222237,0.00001307328,0.0003107125,0.00001911722,0.1858735,0.0001644053,0.7696843,0.0007327229],"study_design_scores_gemma":[0.0001910205,0.00009052964,0.0001052034,0.04123569,0.00006201759,0.000005538036,0.0001502221,0.000103326,0.7940736,0.0001939267,0.1636973,0.00009169866],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6927216,0.3030974,0.000002558451,0.0007657632,0.001690008,0.0007027902,0.0006575315,0.00006980426,0.0002925326],"genre_scores_gemma":[0.8037803,0.1934455,0.0006013794,0.0003042435,0.0003635048,0.000132991,0.00001660005,0.00007667302,0.001278769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6082001,"threshold_uncertainty_score":0.9991737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07737977690235076,"score_gpt":0.3323125735465058,"score_spread":0.254932796644155,"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."}}