{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003248285,0.0001406717,0.0001665195,0.0003923476,0.00006933723,0.0001267328,0.001787266,0.00002885579,0.0001120969],"category_scores_gemma":[0.000452648,0.0001515388,0.0000664839,0.0006137874,0.00005587666,0.0004532963,0.0003282562,0.0005056628,0.00001148926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008638519,"about_ca_system_score_gemma":0.0000976857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002225861,"about_ca_topic_score_gemma":3.708258e-7,"domain_scores_codex":[0.9982736,0.000004973393,0.0003387035,0.0001407637,0.001001151,0.0002408128],"domain_scores_gemma":[0.9993625,0.00008191028,0.00007217247,0.0001822961,0.000194423,0.0001066782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001012971,0.00001174057,0.00009971194,0.000002018418,0.00004785356,0.00008021046,0.0002320292,0.9635957,0.0226811,0.0002749926,0.001412865,0.01155167],"study_design_scores_gemma":[0.001407591,0.0003802499,0.008698808,0.0002834319,0.00004434778,0.0005088257,0.001171215,0.6192433,0.05950157,0.0005523768,0.3070131,0.001195276],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822546,0.0002343798,0.006735854,0.0005384951,0.009500421,0.00006195281,0.00005960911,0.0003503591,0.0002643274],"genre_scores_gemma":[0.9954123,0.00003092978,0.004140292,0.00003817167,0.0003116059,0.000005964094,0.000002097753,0.00002231374,0.00003633845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3443524,"threshold_uncertainty_score":0.6179572,"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."}}