{"id":"W2010019202","doi":"10.2355/isijinternational.55.1","title":"Recent Advances in the Fluid Dynamics of Ladle Metallurgy","year":2015,"lang":"en","type":"article","venue":"ISIJ International","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University Medical Centre","funders":"","keywords":"Ladle; Steelmaking; Refining (metallurgy); Metallurgy; Entrainment (biomusicology); Slag (welding); Liquid steel; Fluid dynamics; Liquid metal; Extractive metallurgy; Materials science; Engineering; Mechanics; Physics","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":[0.0005131764,0.0003991777,0.0006454527,0.0009311147,0.0002410732,0.001070222,0.0004339429,0.0008542654,0.001976715],"category_scores_gemma":[0.000866305,0.0002539498,0.0003266799,0.0009737029,0.0006669486,0.001685016,0.000792567,0.001197925,0.0007617514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006308098,"about_ca_system_score_gemma":0.0003922341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000481734,"about_ca_topic_score_gemma":0.0004674365,"domain_scores_codex":[0.9998203,0.0000253953,0.00001430104,0.00004445018,0.0000737947,0.00002180876],"domain_scores_gemma":[0.9995177,0.0002255033,0.00006732802,0.00002020995,0.0001262755,0.00004297674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003697615,0.0001329957,0.00188465,0.007637416,0.0001281161,0.0006814972,0.0005929476,0.01252203,0.05385692,0.08651479,0.02486461,0.8108141],"study_design_scores_gemma":[0.00001422669,0.000226338,0.003200654,0.0006011593,0.00008485919,0.001096492,0.0002134617,0.01358507,0.01826041,0.03639663,0.9262038,0.0001168297],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007603442,0.9660482,0.01098583,0.003202459,0.001499417,0.000007974579,0.00004688722,0.00007461795,0.01053127],"genre_scores_gemma":[0.0754664,0.9038764,0.006594561,0.0008366152,0.005121064,0.00001434842,0.0001047827,0.00003962762,0.007946192],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001976715,"threshold_uncertainty_score":0.006612837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01659086966871179,"score_gpt":0.2554384093304559,"score_spread":0.2388475396617441,"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."}}