{"id":"W2058677619","doi":"10.1007/s11663-010-9389-x","title":"Modeling Energy Dissipation in Slag-Covered Steel Baths in Steelmaking Ladles","year":2010,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions B","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Dissipation; Ladle; Materials science; Mechanics; Steelmaking; Slippage; Phase (matter); Bubble; Mixing (physics); Thermodynamics; Metallurgy; Composite material; Chemistry; 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":[0.0002389132,0.000492675,0.0008970599,0.0004357323,0.0008740712,0.001305681,0.0009582631,0.001834557,0.002254982],"category_scores_gemma":[0.0008950965,0.0006293689,0.0007544096,0.0004717354,0.0009024518,0.000981998,0.0007196742,0.0007294178,0.0002653403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001825069,"about_ca_system_score_gemma":0.001254299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05679253,"about_ca_topic_score_gemma":0.03162549,"domain_scores_codex":[0.9998572,0.00001986003,0.000006284379,0.00003263692,0.00002296808,0.00006101322],"domain_scores_gemma":[0.9996959,0.0001578446,0.00002610494,0.00002133116,0.00004663799,0.00005231718],"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":[0.00007518219,0.00004057175,0.001362744,0.00001289412,0.000008065161,0.0000684244,0.00002886174,0.9952713,0.001990056,0.0002703784,0.00007016183,0.0008013485],"study_design_scores_gemma":[0.00001045981,0.0000188971,0.0007056995,0.000001598315,0.000002876372,0.000003491773,0.00003300308,0.9985657,0.0005109984,0.00009030386,0.00005282479,0.000004083741],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874285,0.0001003631,0.007635755,0.0001290907,0.00001944562,0.00002160998,0.0001372644,0.00008088174,0.004447077],"genre_scores_gemma":[0.9970559,0.00003627816,0.000681299,0.00001048161,0.00000255617,0.00001046576,0.00006222124,0.00002365294,0.002117099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05679253,"threshold_uncertainty_score":0.1129239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007132103933056764,"score_gpt":0.1973036558175891,"score_spread":0.1901715518845323,"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."}}