{"id":"W7000253615","doi":"","title":"Estimating the response of flat plate concrete slab systems to fire exposure","year":2010,"lang":"en","type":"article","venue":"NPARC","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Slab; Fire resistance; Ultimate tensile strength; Flexibility (engineering); 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":[0.001058417,0.0001572848,0.000263485,0.00004079362,0.00005814691,0.00006918675,0.0002827398,0.0001089068,0.0001502634],"category_scores_gemma":[0.0005586451,0.0001195616,0.00004161454,0.0001241885,0.00004191732,0.00006816952,0.00005478642,0.0001902372,0.0001082606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001941861,"about_ca_system_score_gemma":0.00001936931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002021217,"about_ca_topic_score_gemma":0.000001724972,"domain_scores_codex":[0.9989952,0.0001290404,0.0003047146,0.0001424604,0.0001865625,0.0002420047],"domain_scores_gemma":[0.9986973,0.0006247716,0.00005408932,0.0004978523,0.00004948946,0.00007648974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008541643,2.226036e-7,0.00003438053,0.0001245623,0.00002188735,0.000008047747,0.0005037724,0.003794997,0.9927123,0.0001183031,0.001774417,0.0008216526],"study_design_scores_gemma":[0.0004493008,0.0001719196,0.000732283,0.0002265304,0.00002627579,0.00004032612,0.00005275762,0.367189,0.6265973,0.00005053631,0.004149988,0.0003137299],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948184,0.00004136639,0.0003781686,0.0001352846,0.002613166,0.0004095987,0.00003570722,0.0002411134,0.001327192],"genre_scores_gemma":[0.9938949,5.900824e-7,0.005617391,0.00003136676,0.000232283,0.00005410514,0.000002209298,0.00004691945,0.0001202699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.366115,"threshold_uncertainty_score":0.4875582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006881961824954835,"score_gpt":0.2140339854626912,"score_spread":0.2071520236377363,"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."}}