{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000114405,0.0001064013,0.0001613134,0.0001383685,0.00001637522,0.00003697463,0.0002023065,0.00006140411,0.00006234748],"category_scores_gemma":[0.00006193622,0.00008742539,0.00006554642,0.0001357652,0.00001600071,0.00006827672,0.000004522372,0.0003780701,0.000005372564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002769414,"about_ca_system_score_gemma":0.00003149578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001823312,"about_ca_topic_score_gemma":0.0002547264,"domain_scores_codex":[0.9993394,0.000004092884,0.0002410532,0.00004672985,0.0000920217,0.0002766978],"domain_scores_gemma":[0.9995552,0.0000428516,0.0000212407,0.0001010113,0.00002587995,0.000253781],"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":[0.000003776288,0.000007841859,0.0001192637,0.00006093952,0.00008571534,0.0003892223,0.001497832,0.9077019,0.08264053,0.0009435409,0.00348873,0.003060701],"study_design_scores_gemma":[0.0002806761,0.000008735376,0.00005174805,0.0001137151,0.000008930527,0.0001867809,0.000005629421,0.9872563,0.008929351,0.00004974256,0.002973874,0.0001344848],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940445,0.003721766,0.0005413736,0.0006654873,0.0004112115,0.00006265254,0.000003430965,0.00002903388,0.0005205741],"genre_scores_gemma":[0.9992434,0.00001524182,0.0005128821,0.00004002168,0.0001378734,0.000001403006,5.123336e-7,0.00002543583,0.00002321737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07955442,"threshold_uncertainty_score":0.3565104,"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."}}