{"id":"W1985470550","doi":"10.1016/j.mineng.2012.11.007","title":"The hydrodynamics of an operating flash flotation cell","year":2012,"lang":"en","type":"article","venue":"Minerals Engineering","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Barrick Gold Corporation","keywords":"Slurry; Bubble; Flash (photography); Coalescence (physics); Dispersion (optics); Pyrite; Economies of agglomeration; Residence time (fluid dynamics); Materials science; Mechanics; Chemistry; Mineralogy; Chemical engineering; Geology; Composite material; Geotechnical engineering; Engineering; Optics; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001466037,0.0001917834,0.0003799363,0.0002522731,0.0008037267,0.0007172758,0.0002325994,0.0004739686,0.001953565],"category_scores_gemma":[0.000308182,0.0001290163,0.0001570738,0.0001755985,0.0005728444,0.0004551048,0.0003290347,0.0005245241,0.0002811406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008274923,"about_ca_system_score_gemma":0.0009082227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006168214,"about_ca_topic_score_gemma":0.002981217,"domain_scores_codex":[0.9998831,0.0000108546,0.000004498149,0.00002403865,0.00004724563,0.00003032493],"domain_scores_gemma":[0.9998197,0.00007349168,0.00001442328,0.000007681327,0.00003669,0.00004804045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007542791,0.0001907142,0.005721218,0.00005588035,0.00001547956,0.0005288066,0.0002793522,0.01553507,0.9581805,0.002650831,0.001962078,0.01412568],"study_design_scores_gemma":[0.0002197392,0.001628657,0.04000709,0.00002080675,0.00003707634,0.000357457,0.0009589558,0.361099,0.5827736,0.001914409,0.01086987,0.0001132909],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858306,0.0001615192,0.007935824,0.0004857905,0.00007820471,0.00004527372,0.0003091145,0.0002481625,0.004905582],"genre_scores_gemma":[0.9945967,0.0000856902,0.001396449,0.00007984197,0.00003338386,0.00001546419,0.000252412,0.00002236275,0.003517559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006168214,"threshold_uncertainty_score":0.01226461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005581851681757031,"score_gpt":0.2158662370723661,"score_spread":0.210284385390609,"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."}}