{"id":"W4214839316","doi":"10.3390/pr10030507","title":"Behavior of Top-Blown Jet under a New Cyclone Oxygen Lance during BOF Steelmaking Process","year":2022,"lang":"en","type":"article","venue":"Processes","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science and Technology Commission of Shanghai Municipality","keywords":"Nozzle; Steelmaking; Turbulence kinetic energy; Oxygen; Jet (fluid); Mechanics; Turbulence; Meteorology; Materials science; Environmental science; Mechanical engineering; Chemistry; Engineering; Metallurgy; Physics","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":[0.00009395317,0.0002277458,0.0003301871,0.00009439204,0.0001459833,0.00003571707,0.0004006129,0.00005140355,0.0005419583],"category_scores_gemma":[0.00004437274,0.0002163211,0.00006053756,0.0006726662,0.00002837221,0.0002185825,0.0001195109,0.0002595292,0.000006490148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005985581,"about_ca_system_score_gemma":0.0001169943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002640584,"about_ca_topic_score_gemma":0.00002759004,"domain_scores_codex":[0.9986495,0.00001322763,0.0003441383,0.0002693088,0.0003855798,0.0003382351],"domain_scores_gemma":[0.9994391,0.00004062546,0.0001076581,0.000213932,0.00009966786,0.00009903413],"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":[0.0002711394,0.0008186371,0.008394764,0.02407195,0.0003995134,0.000129313,0.004046474,0.9155576,0.03711156,0.002868705,0.0001317599,0.006198644],"study_design_scores_gemma":[0.02152624,0.001962857,0.08591072,0.002643894,0.00254641,0.001779808,0.01869396,0.3885517,0.3081578,0.05099284,0.1034258,0.01380795],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856458,0.005686148,0.004353211,0.00005258029,0.0001520772,0.0002573566,0.00003065024,0.0003216375,0.003500594],"genre_scores_gemma":[0.9985169,0.0002527108,0.0002773639,0.00003121167,0.00008967383,0.0001486026,0.00001443306,0.00006570124,0.000603393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5270059,"threshold_uncertainty_score":0.8821318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01179961492538877,"score_gpt":0.2330887913379651,"score_spread":0.2212891764125764,"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."}}