{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006387788,0.0002419031,0.0002766808,0.0002080322,0.000287346,0.0001143897,0.0005533771,0.0001785715,0.001153374],"category_scores_gemma":[0.0001633443,0.0002128029,0.00008560951,0.0007499401,0.0001158593,0.0002170803,0.0001655988,0.0007376889,0.001328317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002443408,"about_ca_system_score_gemma":0.00001808763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001331313,"about_ca_topic_score_gemma":0.00001180085,"domain_scores_codex":[0.9972184,0.00008015975,0.0003013578,0.0003864296,0.001061189,0.0009524101],"domain_scores_gemma":[0.9986695,0.0002337964,0.00002339087,0.0004873017,0.0002565029,0.0003295168],"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":[0.0009007889,0.003168689,0.01540684,0.02977552,0.002393975,0.002777388,0.02143788,0.398062,0.2576667,0.03562877,0.03319376,0.1995877],"study_design_scores_gemma":[0.001333728,0.0002378576,0.003080426,0.0003606947,0.00002657629,0.00005596702,0.0007448435,0.9104119,0.007962475,0.001836588,0.07295649,0.0009924803],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8373164,0.00470823,0.0002708246,0.0001234717,0.0004084507,0.000388402,0.00001264071,0.0003734946,0.1563981],"genre_scores_gemma":[0.9830822,0.0009170756,0.0001130596,0.000007968234,0.0003389844,0.00008846071,0.000004894314,0.00009382138,0.01535352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5123499,"threshold_uncertainty_score":0.9997597,"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."}}