{"id":"W3193945287","doi":"10.32339/0135-5910-2021-7-820-828","title":"Modern concepts of refractory materials application in production of steel and cast iron","year":2021,"lang":"en","type":"article","venue":"Ferrous Metallurgy Bulletin of Scientific Technical and Economic Information","topic":"Industrial Engineering and Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria General Hospital","funders":"","keywords":"Steelmaking; Metallurgy; Materials science; Slag (welding); Refractory (planetary science); Environmental science; Waste management; Engineering","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":[0.0005383859,0.000666394,0.0003603548,0.002478329,0.0007908051,0.001425789,0.0009712795,0.0008032607,0.006331273],"category_scores_gemma":[0.0002861112,0.0003445464,0.0004879471,0.001188276,0.002140038,0.001411036,0.000920097,0.001198148,0.002989584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00156943,"about_ca_system_score_gemma":0.00089429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009404083,"about_ca_topic_score_gemma":0.00128585,"domain_scores_codex":[0.9992299,0.00006472897,0.00004657778,0.0001874818,0.0004104605,0.00006088639],"domain_scores_gemma":[0.9998029,0.00002846575,0.00004528937,0.00003422244,0.00006989059,0.00001933911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001704298,0.0001403973,0.001413264,0.003041474,0.00002896863,0.0007196704,0.0009397575,0.002726425,0.3252451,0.2660997,0.007946032,0.3915287],"study_design_scores_gemma":[0.00002569271,0.0007405166,0.004860198,0.0005682496,0.00003356043,0.004155746,0.000424474,0.00322529,0.1099503,0.08146596,0.794463,0.00008712379],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06685395,0.1934595,0.2920635,0.004313304,0.00163062,0.0003973674,0.0007080763,0.001288936,0.4392848],"genre_scores_gemma":[0.5389986,0.1183511,0.1861089,0.001421649,0.001021984,0.0006737504,0.0006548685,0.0002626111,0.1525066],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006331273,"threshold_uncertainty_score":0.02118021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008567548288017358,"score_gpt":0.1951724232638942,"score_spread":0.1866048749758768,"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."}}