{"id":"W2106697474","doi":"10.1002/cjce.5450800301","title":"Flow regimes in a turbulent bed contactor","year":2002,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Turbulence; Contactor; Mechanics; Weir; Flow (mathematics); Fluidized bed; Volumetric flow rate; Materials science; Thermodynamics; Physics; Geography","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":[0.0002402437,0.0002379228,0.0003938038,0.0004607427,0.0005406177,0.000674516,0.0002694465,0.0002220263,0.0009987787],"category_scores_gemma":[0.0005451374,0.0001578945,0.0001654173,0.0003919082,0.0004311459,0.0002777292,0.0003235493,0.0002699292,0.0001430165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006431114,"about_ca_system_score_gemma":0.0006113779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006648169,"about_ca_topic_score_gemma":0.00397738,"domain_scores_codex":[0.9997663,0.00003076495,0.00001202428,0.00005219388,0.00008091759,0.00005776641],"domain_scores_gemma":[0.9996798,0.00006542767,0.00004944838,0.00002788098,0.00008886858,0.00008857735],"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":[0.001193665,0.0001015206,0.00527137,0.00004140289,0.000007963794,0.00008916853,0.0001537834,0.003637736,0.9831598,0.0003468799,0.0001081597,0.00588843],"study_design_scores_gemma":[0.0001715157,0.001661606,0.02801194,0.00001137673,0.0000354915,0.00008302344,0.0001881995,0.06043673,0.9077936,0.0001510948,0.001412239,0.00004314127],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971547,0.00002568982,0.002263991,0.000009312438,0.000003429476,0.00001596674,0.00007079494,0.00006672755,0.0003894095],"genre_scores_gemma":[0.9982374,0.00001998516,0.001210114,0.000006736394,0.000001600742,0.00001018224,0.0001072182,0.000007147954,0.0003997386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006648169,"threshold_uncertainty_score":0.013219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006169154942518443,"score_gpt":0.1526243481143454,"score_spread":0.1464551931718269,"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."}}