{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005220262,0.0001960342,0.0002161593,0.00579422,0.0007046514,0.001023042,0.0004854889,0.0003023631,0.001514335],"category_scores_gemma":[0.01716516,0.0001432622,0.0003360092,0.003582375,0.001125634,0.001201808,0.001066351,0.0002219636,0.0003421161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001454188,"about_ca_system_score_gemma":0.0007401949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00889344,"about_ca_topic_score_gemma":0.02003872,"domain_scores_codex":[0.9942884,0.001742555,0.0004813196,0.0005477046,0.002593683,0.0003463358],"domain_scores_gemma":[0.9840058,0.005878384,0.002648966,0.000959822,0.006166166,0.0003409251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002028429,0.000341044,0.8228334,0.0003372788,0.0001586307,0.000326128,0.04442217,0.001112474,0.01508702,0.004455788,0.0006621871,0.1082355],"study_design_scores_gemma":[0.000005244085,0.0005783513,0.9750251,0.00005981401,0.00003380952,0.0001385697,0.01737037,0.000774045,0.002650971,0.0002685481,0.003069189,0.00002590412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949823,0.00008819493,0.0006394159,0.000009315431,0.000007028653,0.00003504279,0.0001423967,0.000005127508,0.004091282],"genre_scores_gemma":[0.9981495,0.00005825052,0.0008644748,0.000007496679,0.000003401411,0.00002951419,0.0003183592,0.000005945311,0.0005628961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00889344,"threshold_uncertainty_score":0.02760774,"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."}}