{"id":"W3092879974","doi":"10.1002/fam.2918","title":"Fire resistance of wood stud wall assemblies","year":2020,"lang":"en","type":"article","venue":"Fire and Materials","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"National Research Council Canada","keywords":"Fire resistance; Engineering; Structural engineering; Composite material; Fire performance; Blocking (statistics); Forensic engineering; Materials science; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001413697,0.0001638724,0.0004132996,0.00001512775,0.00002820651,0.0000674632,0.0001203372,0.00008127312,0.000224777],"category_scores_gemma":[0.00006891917,0.0001532214,0.00002496951,0.00006883842,0.00002992394,0.0001130913,0.00005305978,0.00003197576,0.00003144627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008714858,"about_ca_system_score_gemma":0.000008057457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001873521,"about_ca_topic_score_gemma":0.000002861798,"domain_scores_codex":[0.9991986,0.00004931324,0.0003027604,0.0001639773,0.0001082495,0.000177072],"domain_scores_gemma":[0.9996332,0.00006184619,0.00005517865,0.0001557958,0.00002374848,0.00007022374],"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":[0.00004991263,0.000003495327,0.00001663985,0.00115563,0.00004547011,0.000009856323,0.0005171164,0.000007302189,0.986175,0.0002471451,0.01128983,0.0004825748],"study_design_scores_gemma":[0.0003408162,0.00008204504,0.0007760109,0.0001040214,0.00002784884,0.000001442993,0.0000322878,0.0001245435,0.9737394,0.00007649875,0.02447874,0.0002163605],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972723,0.0007315764,0.0000177237,0.0004373057,0.0004179988,0.0002034704,0.0001268927,0.0002298624,0.0005628442],"genre_scores_gemma":[0.9989896,0.0001811579,0.0003543118,0.0001403713,0.0001610286,0.00002163092,0.00001610919,0.00003651921,0.00009922164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01318891,"threshold_uncertainty_score":0.6248187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01159103205115018,"score_gpt":0.204786257698427,"score_spread":0.1931952256472768,"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."}}