{"id":"W2042225715","doi":"10.1007/s11663-012-9657-z","title":"Role of Heat Transfer in Early Stage Decarburization of DRI in Slag","year":2012,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions B","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Pellet; Slag (welding); Steelmaking; Decarburization; Pellets; Wüstite; Metallurgy; Carbon fibers; Materials science; Heat transfer; Direct reduced iron; Magnetite; Thermodynamics; Composite material","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":[0.0002254774,0.0002992809,0.0003786276,0.0003146629,0.0003821838,0.0004897607,0.0004139474,0.0003723295,0.004944947],"category_scores_gemma":[0.0003437421,0.0002060385,0.0002232375,0.0001078163,0.0004928502,0.0006868519,0.0003421406,0.0005379254,0.0005785294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005278662,"about_ca_system_score_gemma":0.0002857121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001957902,"about_ca_topic_score_gemma":0.001364693,"domain_scores_codex":[0.9999053,0.00001348003,0.000002732956,0.0000189737,0.00001445775,0.00004506311],"domain_scores_gemma":[0.9998605,0.00007588632,0.00001488619,0.000015518,0.00001881526,0.00001429378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001895019,0.0001194476,0.002910574,0.0003151927,0.00002471345,0.000422021,0.0004380961,0.005293269,0.9699027,0.005038948,0.0003824215,0.01325753],"study_design_scores_gemma":[0.00003510209,0.0003008455,0.008105853,0.00001550032,0.00001253521,0.0001510204,0.0002745954,0.0160547,0.9724599,0.0007468205,0.001816601,0.00002650198],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908454,0.00113597,0.00302959,0.0001630641,0.00003891026,0.00002096282,0.0001111685,0.0001367701,0.004518288],"genre_scores_gemma":[0.9982855,0.0001187292,0.000201678,0.00001113495,0.000003327383,0.000003861989,0.00003640381,0.00001189913,0.00132736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004944947,"threshold_uncertainty_score":0.01654249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006565748725325666,"score_gpt":0.1928973890514352,"score_spread":0.1863316403261096,"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."}}