{"id":"W2485050971","doi":"10.1002/srin.200200165","title":"EAF Process Monitoring at OneSteel's Sydney Steel Mill","year":2002,"lang":"en","type":"article","venue":"Steel Research","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sydney Steel (Canada)","funders":"","keywords":"Electric arc furnace; Steelmaking; Metallurgy; Basic oxygen steelmaking; Slag (welding); Coke; Coke oven; Steel mill; Waste management; Materials science; Environmental science; 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":[0.0005838044,0.0002480198,0.0003526991,0.001459192,0.0009890284,0.0003602617,0.0005939883,0.0004374395,0.001653109],"category_scores_gemma":[0.0006008318,0.0002303582,0.0001662527,0.0004628338,0.0002921049,0.0003498224,0.0002424364,0.0004076044,0.0004671036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00115293,"about_ca_system_score_gemma":0.0006646342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01504072,"about_ca_topic_score_gemma":0.04092978,"domain_scores_codex":[0.9992654,0.00002984921,0.0000210343,0.0001184254,0.00051377,0.00005148959],"domain_scores_gemma":[0.999338,0.00008255681,0.00006673997,0.00003523966,0.0004334042,0.00004413431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0008184568,0.0003792127,0.05249462,0.0002363555,0.00003868231,0.001300861,0.001653476,0.003267695,0.8181179,0.0002982538,0.003190808,0.1182037],"study_design_scores_gemma":[0.0001036864,0.001819318,0.3003239,0.00003925978,0.00003488176,0.0007180377,0.0005001618,0.01053582,0.6693184,0.0001415142,0.016395,0.0000699948],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899092,0.0001657529,0.003476938,0.00008029213,0.00001666478,0.0001150851,0.0004682626,0.0002774511,0.005490439],"genre_scores_gemma":[0.9761176,0.0001732836,0.01115185,0.00002989092,0.00001063575,0.00005340669,0.0006711153,0.00006548206,0.0117268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01504072,"threshold_uncertainty_score":0.02990633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0953414409963223,"score_gpt":0.3342723714045306,"score_spread":0.2389309304082083,"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."}}