{"id":"W7004998529","doi":"","title":"Parameters for consideration in performance-based fire resistance design of floor assemblies","year":2002,"lang":"en","type":"article","venue":"NPARC","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Joist; Fire resistance; Gypsum; Fire performance; Impact resistance; Fire safety","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002143911,0.00009497233,0.0001817195,0.00006304782,0.00002069942,0.00002198396,0.00005904213,0.00005649959,0.0001101845],"category_scores_gemma":[0.0001389489,0.0000994363,0.00002406574,0.00008483653,0.00002391535,0.00009650553,0.000003325455,0.00003753931,0.00001070113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004075584,"about_ca_system_score_gemma":0.000008838578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000156462,"about_ca_topic_score_gemma":0.000003958931,"domain_scores_codex":[0.9994146,0.00004032969,0.0002132036,0.00009669569,0.00008282295,0.0001523868],"domain_scores_gemma":[0.9995108,0.0002751426,0.00003236006,0.000134543,0.0000279724,0.00001919637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001394066,0.00001740385,0.0002290841,0.001210909,0.00002445626,0.000003069927,0.0002783872,0.1628548,0.8151412,0.000103112,0.01122675,0.008771352],"study_design_scores_gemma":[0.0004675636,0.00005680839,0.0002443259,0.0000915208,0.000005219003,2.422408e-7,0.000004064062,0.60586,0.3929341,0.00009466297,0.0001496445,0.00009184549],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866134,0.0001002237,0.01162586,0.00008578411,0.0001869067,0.0004799502,0.00001123968,0.00009407261,0.0008025738],"genre_scores_gemma":[0.9585239,0.00001934807,0.04121716,0.00002951008,0.00001668264,0.0001256325,0.000003647283,0.0000203803,0.00004372623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4430052,"threshold_uncertainty_score":0.4054895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03058325142365005,"score_gpt":0.2099048840486227,"score_spread":0.1793216326249726,"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."}}