{"id":"W2900398165","doi":"10.3390/met8110897","title":"Dephosphorization Behavior of High-Phosphorus Oolitic Hematite-Solid Waste Containing Carbon Briquettes during the Process of Direct Reduction-Magnetic Separation","year":2018,"lang":"en","type":"article","venue":"Metals","topic":"Iron and Steelmaking Processes","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Natural Science Foundation of China","keywords":"Hematite; Blast furnace; Phosphorus; Fluorapatite; Metallurgy; Materials science; Gangue; Coal; Direct reduced iron; Magnetic separation; Magnetite; Roasting; Carbon fibers; Waste management; Chemistry; Mineralogy; Apatite","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001571428,0.0001512791,0.0002935233,0.00008310239,0.0000798463,0.00002305055,0.0001302883,0.00006497962,0.00003243123],"category_scores_gemma":[0.00009045034,0.0001257609,0.00004752504,0.0003061146,0.00009553428,0.0001323515,0.00001613302,0.00007547086,0.000002700181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003777439,"about_ca_system_score_gemma":0.00002403066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009054524,"about_ca_topic_score_gemma":0.00002355748,"domain_scores_codex":[0.9989852,0.00003211202,0.0004235866,0.0001534134,0.0002177551,0.0001878963],"domain_scores_gemma":[0.9993553,0.00004667756,0.000146551,0.0002111966,0.0002127883,0.00002751728],"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":[0.0001936504,0.0002488076,0.004386695,0.003423961,0.0003163117,0.000005830353,0.01951014,0.0858168,0.8756173,0.003783107,0.00005874601,0.006638621],"study_design_scores_gemma":[0.0001957877,0.0001262334,0.002477632,0.0001333627,0.0001164857,0.000009875468,0.0004358395,0.005145814,0.9910875,0.00006414839,0.00006718324,0.0001401404],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956217,0.001297512,0.0002839279,0.00001184499,0.0002826906,0.0002957172,0.000006743436,0.000106532,0.002093374],"genre_scores_gemma":[0.9990893,0.00004732084,0.0001843279,0.000004362333,0.0001158444,0.00007722387,0.00000606111,0.00003285407,0.0004426822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1154702,"threshold_uncertainty_score":0.5128378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006537279542627392,"score_gpt":0.2486085052690788,"score_spread":0.2420712257264515,"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."}}