{"id":"W2039556469","doi":"10.1002/cjce.22078","title":"CFD simulation and comparison of industrial crystallizers","year":2014,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computational fluid dynamics; Impeller; Mechanics; Draft tube; Volume (thermodynamics); Turbulence; Population; Volumetric flow rate; Mechanical engineering; Engineering; Thermodynamics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0003483921,0.0003063114,0.0004450913,0.0005383347,0.0004800514,0.0006117874,0.0004827123,0.0005777356,0.002332417],"category_scores_gemma":[0.001028094,0.0002006245,0.000389862,0.0006826961,0.0005654813,0.0002858849,0.0003153055,0.000355802,0.0002216244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001247287,"about_ca_system_score_gemma":0.001163449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01718698,"about_ca_topic_score_gemma":0.005827105,"domain_scores_codex":[0.9997837,0.00003972633,0.0000129705,0.00003348686,0.00006698352,0.00006310759],"domain_scores_gemma":[0.9995321,0.0002568471,0.0000354415,0.0000337637,0.0001111699,0.00003068918],"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":[0.000204498,0.00007494038,0.00569752,0.00004574962,0.00001321198,0.0001160247,0.00008632366,0.975072,0.009379053,0.001891652,0.0003033086,0.007115657],"study_design_scores_gemma":[0.00003242043,0.00007086928,0.001631241,0.000006967184,0.000006218753,0.00001905274,0.00006488425,0.9843056,0.01268732,0.0002550198,0.0009095796,0.00001070044],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660228,0.0001175911,0.02279845,0.0001155927,0.00002316279,0.00005890408,0.000531791,0.0002623436,0.01006936],"genre_scores_gemma":[0.991819,0.0000881856,0.006637941,0.00001016539,0.000003183274,0.0000327901,0.000270435,0.00002463066,0.001113673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01718698,"threshold_uncertainty_score":0.03417385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01454156818067117,"score_gpt":0.2054042840382926,"score_spread":0.1908627158576214,"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."}}