{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00169554,0.0009148277,0.0006284536,0.0007536009,0.0006714176,0.0006198544,0.001376617,0.0004273069,0.0009667437],"category_scores_gemma":[0.001642204,0.0004613628,0.0003233388,0.0006152177,0.0009840914,0.000708475,0.0006217515,0.0006643172,0.0005590791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006531454,"about_ca_system_score_gemma":0.0009087893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002483693,"about_ca_topic_score_gemma":0.002211458,"domain_scores_codex":[0.9987969,0.0002186234,0.00007002246,0.0002787819,0.0004401866,0.0001953903],"domain_scores_gemma":[0.9985708,0.0005318667,0.0002979538,0.0001787342,0.0003398171,0.00008076121],"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":[0.0005353121,0.00002585883,0.0009982891,0.00006420729,0.00001492959,0.00004812634,0.0001341434,0.0004180777,0.9906088,0.000204134,0.00006911316,0.006879004],"study_design_scores_gemma":[0.0000150525,0.0002100195,0.001582069,0.000002830931,0.00001825281,0.00005410263,0.00002905937,0.001616044,0.9957778,0.00002794335,0.0006494072,0.00001732258],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719938,0.0006394677,0.02551969,0.00005970499,0.00003126342,0.0000656244,0.0002168402,0.0005569952,0.0009166988],"genre_scores_gemma":[0.9536236,0.0003529139,0.04410721,0.00002960426,0.00002332804,0.00005854901,0.0003209275,0.0001020617,0.001381782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002483693,"threshold_uncertainty_score":0.008966982,"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."}}