{"id":"W7161951664","doi":"10.82308/35082","title":"Cost optimization of scrap when making steel with an electric arc furnace","year":2012,"lang":"en","type":"dissertation","venue":"","topic":"Optimization and Packing Problems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Electric arc furnace; Cost analysis; Sugar industry; Pyrometallurgy; Economic analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005333959,0.0007825337,0.0008165494,0.0005500821,0.0005927433,0.001334297,0.0007296622,0.00109644,0.004806784],"category_scores_gemma":[0.001084783,0.0006260916,0.0009553973,0.0005910874,0.0004253057,0.0007083626,0.0004741758,0.000597113,0.0003672767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001550439,"about_ca_system_score_gemma":0.001593361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01915514,"about_ca_topic_score_gemma":0.02037079,"domain_scores_codex":[0.9997339,0.00005861626,0.000007491612,0.00003551149,0.00009217069,0.00007238281],"domain_scores_gemma":[0.9995771,0.0002245263,0.00004594203,0.00002808059,0.00008594396,0.00003836924],"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":[0.0001314872,0.00002978032,0.0003622056,0.00007070644,0.00001258278,0.00009535293,0.00001591185,0.9902429,0.002713002,0.0007449267,0.0001819956,0.005399086],"study_design_scores_gemma":[0.00001713443,0.0001378053,0.0004839371,0.000007024201,0.00001413687,0.00001923432,0.00002838785,0.9964282,0.00196698,0.0004725203,0.0004167773,0.000007962492],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7565968,0.001074812,0.2015823,0.0006216295,0.0001146595,0.0002677641,0.0005409167,0.0007947791,0.03840635],"genre_scores_gemma":[0.9674079,0.0002217432,0.0231545,0.00003057479,0.000005825725,0.00009000444,0.0001275004,0.00007253361,0.008889459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01915514,"threshold_uncertainty_score":0.03808731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02100591690480862,"score_gpt":0.2522320092411892,"score_spread":0.2312260923363805,"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."}}