{"id":"W4400732427","doi":"10.3390/fire7070252","title":"A Comparative Study of Fire Code Classifications of Building Materials","year":2024,"lang":"en","type":"article","venue":"Fire","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Natural Sciences and Engineering Research Council of Canada","funders":"","keywords":"Combustibility; Cone calorimeter; Flammability; Fire safety; Building code; Flame spread; Environmental science; Forensic engineering; Civil engineering; Engineering; Waste management; Combustion; Materials science; Chemistry; 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":[0.00010537,0.00006493115,0.0001885437,0.00004327152,0.00002440139,0.00001822384,0.0001134606,0.00003163886,0.00007545458],"category_scores_gemma":[0.000008108528,0.00005981334,0.00002537088,0.0002081939,0.00002485408,0.00004225413,0.00002821403,0.00007364829,0.000009454031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002432408,"about_ca_system_score_gemma":0.00001705121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000610842,"about_ca_topic_score_gemma":0.00002602803,"domain_scores_codex":[0.9994476,0.00002137193,0.0002182601,0.00009265571,0.0001232745,0.00009687064],"domain_scores_gemma":[0.9996978,0.00006764043,0.00001550198,0.0001596446,0.00003754205,0.00002188069],"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":[0.00005904167,0.0007179725,0.001831693,0.002664495,0.0009824722,0.00003786785,0.0303475,0.04517016,0.8821543,0.01363929,0.009401868,0.01299332],"study_design_scores_gemma":[0.0002254509,0.0001501792,0.01237593,0.000232883,0.00002873686,0.000002268688,0.001599527,0.9628831,0.02088397,0.000209241,0.001267346,0.000141347],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982622,0.0003601436,0.0002141551,0.00005063209,0.0001414179,0.0001953675,0.00020046,0.00006746528,0.0005081572],"genre_scores_gemma":[0.9996557,0.00003661368,0.0001381265,6.952963e-7,0.00002098805,0.0000240948,0.00001499111,0.00001344438,0.0000953015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.917713,"threshold_uncertainty_score":0.2439117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04605252166249466,"score_gpt":0.3295621497698778,"score_spread":0.2835096281073831,"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."}}