{"id":"W2898752161","doi":"10.4224/20374231","title":"Structural fire performance of unprotected floor assemblies used in single family houses","year":2010,"lang":"en","type":"article","venue":"NPARC","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Single family; Forensic engineering; Engineering; Civil engineering","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":[0.00008433068,0.00009164826,0.0001415065,0.00007914925,0.00002726124,0.0000179429,0.0001633734,0.00008066234,0.00006858689],"category_scores_gemma":[0.00003251356,0.0000850959,0.00002725902,0.0002290206,0.0000460744,0.00009676173,0.00003036731,0.0003105207,0.00000861146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002139669,"about_ca_system_score_gemma":0.00001972042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000421334,"about_ca_topic_score_gemma":0.0002188353,"domain_scores_codex":[0.999349,0.000009676181,0.0001592063,0.00009431123,0.0001685666,0.0002192373],"domain_scores_gemma":[0.9997004,0.00002824616,0.00001513611,0.0001809521,0.00003956721,0.00003574197],"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":[0.00001467721,0.00001041358,0.009341557,0.00009593233,0.000007499315,0.000002365555,0.0001861599,0.002848702,0.9716684,0.00005592983,0.00002470332,0.01574371],"study_design_scores_gemma":[0.0003105527,0.00006298575,0.2515974,0.00002868196,0.000001706303,0.000002332277,0.00003934908,0.7059867,0.04163356,0.0001445451,0.00006396035,0.0001282437],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973688,0.00002001969,0.00001234877,0.00002910631,0.0001643283,0.0001149672,0.00001186401,0.00008655975,0.002191983],"genre_scores_gemma":[0.9988235,0.00001813615,0.001048953,0.000003352302,0.00002819788,0.00000956587,0.000006109159,0.00002315737,0.00003907369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9300348,"threshold_uncertainty_score":0.347011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01470356854936497,"score_gpt":0.2217133042171522,"score_spread":0.2070097356677872,"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."}}