{"id":"W2911443907","doi":"10.32339/0135-5910-2019-1-32-36","title":"Energy efficient technology of hot metal smelting at PAO NLMK","year":2019,"lang":"en","type":"article","venue":"Ferrous Metallurgy Bulletin of Scientific Technical and Economic Information","topic":"Iron and Steelmaking Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Novelis (Canada)","funders":"","keywords":"Blast furnace; Coke; Smelting; Pulverized coal-fired boiler; Pig iron; Metallurgy; Coal; Coke strength after reaction; Basic oxygen steelmaking; Waste management; Carbon fibers; Petroleum coke; Environmental science; Materials science; Steelmaking; Engineering; Composite material","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":[0.0004358533,0.0001414609,0.000322864,0.0003652989,0.00007764578,0.00003683587,0.0002075667,0.0001506037,0.0004226916],"category_scores_gemma":[0.00002494214,0.0001320376,0.00007684709,0.0001480249,0.0002171719,0.0001049171,0.0001474966,0.00009423513,0.0001994687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007010854,"about_ca_system_score_gemma":0.00001824194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002549497,"about_ca_topic_score_gemma":0.000007774272,"domain_scores_codex":[0.9988498,0.000008126995,0.0006325289,0.0001608124,0.0001240493,0.0002246805],"domain_scores_gemma":[0.9994165,0.00003837921,0.0002054981,0.0002482017,0.00005024114,0.00004118498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003852883,0.000269945,0.001109206,0.003363522,0.0003967487,0.000003130571,0.001675982,0.4209795,0.127506,0.3127727,0.008804184,0.1227338],"study_design_scores_gemma":[0.0008857406,0.0001549931,0.0007723235,0.0001164621,0.00005169374,0.0000693745,0.0003497858,0.1056852,0.08068559,0.0001744311,0.8105794,0.0004749671],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706575,0.0002067773,0.001511505,0.00008644735,0.0006191565,0.000138262,0.00001317346,0.0002403069,0.02652692],"genre_scores_gemma":[0.9977689,0.00002441289,0.0009894387,0.00001490028,0.000008433284,0.00001161003,0.00002075371,0.000009553365,0.001151962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8017752,"threshold_uncertainty_score":0.5384336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00430055833382069,"score_gpt":0.1702757506752929,"score_spread":0.1659751923414721,"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."}}