{"id":"W1993418151","doi":"10.1002/cjce.5450780133","title":"Axial mixing and gas holdup with reciprocating doughnut plates","year":2000,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Reciprocating motion; Mixing (physics); Dispersion (optics); Materials science; Stack (abstract data type); Mechanics; Axial compressor; Flow (mathematics); Composite material; Optics; Thermodynamics; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000186284,0.0001238645,0.0001686931,0.00008978654,0.0000571803,0.00007515252,0.00014439,0.00004567787,0.00007749401],"category_scores_gemma":[0.00003341038,0.00008877393,0.00004554823,0.0001726589,0.00003398436,0.0001108157,0.000002748991,0.0003056447,0.000002699936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008620409,"about_ca_system_score_gemma":0.0000547414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002168516,"about_ca_topic_score_gemma":0.0002049799,"domain_scores_codex":[0.9993383,0.000004582889,0.0002021571,0.00006041787,0.0001396135,0.0002549085],"domain_scores_gemma":[0.9995539,0.00003796007,0.0000246582,0.00008140849,0.00003572784,0.0002663531],"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":[0.00003485154,0.000006256242,0.001108557,0.0001492331,0.0005317879,0.0001494756,0.001871669,0.7239959,0.2229916,0.0001042815,0.0006160414,0.04844026],"study_design_scores_gemma":[0.002427362,0.0001467748,0.0006991359,0.001853193,0.0005615095,0.001507415,0.0001474348,0.5600554,0.4170593,0.0003010185,0.01376664,0.00147475],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979563,0.001057623,0.000167793,0.0002230274,0.00005706495,0.00002952806,0.000001047339,0.00002523922,0.0004824014],"genre_scores_gemma":[0.9988677,0.00001749569,0.0007942347,0.00001930242,0.0002538594,0.000001106979,7.350235e-7,0.00002544598,0.00002010595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1940677,"threshold_uncertainty_score":0.3620096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006372546240767441,"score_gpt":0.1517236541898521,"score_spread":0.1453511079490847,"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."}}