{"id":"W4211030247","doi":"10.1002/ces2.10121","title":"Refractories from fire to fire","year":2022,"lang":"en","type":"article","venue":"International Journal of Ceramic Engineering & Science","topic":"Diverse Industrial Engineering Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Crucible (geodemography); Architectural engineering; Fire safety; Business; Engineering; Forensic engineering; Construction engineering; Risk analysis (engineering); Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0008983801,0.0003629397,0.0002109068,0.0004902761,0.001471052,0.001857518,0.001083595,0.001270985,0.0183124],"category_scores_gemma":[0.002367701,0.0001587579,0.0004048922,0.0004527947,0.001450117,0.001590996,0.001796872,0.001902948,0.004029003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001270265,"about_ca_system_score_gemma":0.001574027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003385958,"about_ca_topic_score_gemma":0.005592972,"domain_scores_codex":[0.9987777,0.0002012234,0.00006368499,0.0001432914,0.000674343,0.0001397258],"domain_scores_gemma":[0.9993364,0.000168724,0.00005600798,0.0001614562,0.000201109,0.00007627939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002772225,0.0002230045,0.00175838,0.0008684297,0.00002775619,0.003556042,0.01103898,0.001443219,0.03297105,0.404219,0.07515225,0.4684647],"study_design_scores_gemma":[0.000009769534,0.0001268788,0.0009953665,0.000254951,0.00000705809,0.001062179,0.002220089,0.00032657,0.006770296,0.01952635,0.9686767,0.00002361358],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1053602,0.01399309,0.04864576,0.01568528,0.004901621,0.0004216463,0.000298073,0.0009721009,0.8097223],"genre_scores_gemma":[0.522334,0.01019228,0.03020027,0.008084794,0.000676164,0.0001737689,0.000453978,0.0003670796,0.4275177],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0183124,"threshold_uncertainty_score":0.06126106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0116986200768197,"score_gpt":0.229677621308406,"score_spread":0.2179790012315863,"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."}}