{"id":"W2159689833","doi":"10.2355/isijinternational.53.2018","title":"Influence of Texture and Trace Element Composition on Hematite to Wüstite Reduction Rates of Fine Iron ore Fragments","year":2013,"lang":"en","type":"article","venue":"ISIJ International","topic":"Iron and Steelmaking Processes","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Hematite; Wüstite; Mineral redox buffer; Iron ore; Magnetite; Metallurgy; Goethite; Texture (cosmology); Mineralogy; Trace element; Smelting; Fugacity; Porosity; Materials science; Chemistry; Oxygen; 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":[0.0001818884,0.0002001182,0.0003006221,0.0002481286,0.000210499,0.0005903094,0.0002151403,0.0002093778,0.001006117],"category_scores_gemma":[0.0006769381,0.0002088343,0.0002001176,0.0002139834,0.0002875277,0.0002100533,0.0001818873,0.0003210127,0.0002163563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002437998,"about_ca_system_score_gemma":0.0001635331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003836872,"about_ca_topic_score_gemma":0.00471213,"domain_scores_codex":[0.9998477,0.00001413947,0.000009877065,0.00003829078,0.00005076363,0.00003920914],"domain_scores_gemma":[0.9998006,0.00006893693,0.00003628843,0.00001356481,0.00004651916,0.00003418926],"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":[0.001326072,0.00005638904,0.003408594,0.00005028151,0.00002366457,0.00009515355,0.00007868964,0.0006573587,0.9902723,0.00004187721,0.0000460615,0.003943568],"study_design_scores_gemma":[0.00002586706,0.0006172453,0.03841433,0.000006136564,0.00003448062,0.0001127706,0.0001709533,0.003335203,0.9564807,0.00004702387,0.0007413788,0.00001384569],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989641,0.0001018589,0.0002782216,0.000009209976,0.000003551135,0.000007062348,0.00008317667,0.00001143084,0.0005413959],"genre_scores_gemma":[0.9990048,0.00008870193,0.0002312367,0.000008163437,0.000001820135,0.000004549465,0.0001020042,0.00001453969,0.0005442592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003836872,"threshold_uncertainty_score":0.007629097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00639010741148827,"score_gpt":0.247353400329304,"score_spread":0.2409632929178157,"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."}}