{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001121665,0.0002613871,0.0002805388,0.0003833424,0.0000478455,0.00005748701,0.0001528232,0.0002520839,0.0006099808],"category_scores_gemma":[0.00000700876,0.0002425448,0.00003982416,0.0003967389,0.000008767174,0.0002706944,0.000004489845,0.0002283253,0.000009453919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006233701,"about_ca_system_score_gemma":0.00004768501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000150153,"about_ca_topic_score_gemma":0.0001684563,"domain_scores_codex":[0.9990181,0.00002561337,0.0003206351,0.0001757285,0.0002086708,0.000251247],"domain_scores_gemma":[0.9993591,0.00001920381,0.0001477713,0.0002411378,0.0001728571,0.00005996578],"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":[0.00004326111,0.00003469925,0.0003143783,0.0003790492,0.00008660704,3.84684e-7,0.0008245499,0.9919397,0.0004058277,0.0006422225,0.0003407696,0.004988607],"study_design_scores_gemma":[0.0007614389,0.0001240601,0.00265683,0.0006507798,0.00023022,0.00000567435,0.0006624683,0.9877009,0.004408866,0.00007120144,0.001991935,0.0007356172],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00842512,0.00159767,0.7271112,0.00001560199,0.001010585,0.001156178,0.00001215847,0.0008326941,0.2598388],"genre_scores_gemma":[0.8531454,0.0004349081,0.1299384,0.0000569201,0.0001451452,0.00009011765,0.002593837,0.000350594,0.01324469],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8447202,"threshold_uncertainty_score":0.989069,"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."}}