{"id":"W4389567101","doi":"10.5539/jsd.v17n1p82","title":"Multiphase Flow in Hydrogen Generation","year":2023,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Memorial University of Newfoundland","funders":"","keywords":"Multiphase flow; Laminar flow; Multiphysics; Hydrogen production; Hydrogen; Mechanics; Volumetric flow rate; Materials science; Shear rate; Flow (mathematics); Shear stress; Environmental science; Thermodynamics; Chemistry; Rheology; Physics; Finite element method; Composite material","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002810147,0.0002462263,0.0002642527,0.0003975656,0.0003610865,0.0006156646,0.0002308296,0.0004531589,0.001054806],"category_scores_gemma":[0.0003785632,0.0001978734,0.0002984375,0.0002756931,0.000325246,0.0008127015,0.0004513569,0.0003147853,0.0002024784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004224904,"about_ca_system_score_gemma":0.0005298526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006582889,"about_ca_topic_score_gemma":0.0005139678,"domain_scores_codex":[0.9998386,0.00003376916,0.000007512803,0.00003358808,0.00006236472,0.00002413635],"domain_scores_gemma":[0.9998678,0.00006168235,0.00002545985,0.000008237948,0.00002804919,0.000008742163],"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":[0.0003495373,0.0002438077,0.007320019,0.0007093503,0.0000381455,0.0004439558,0.0004476847,0.2140061,0.5709105,0.04576838,0.0007922538,0.1589703],"study_design_scores_gemma":[0.00005172062,0.0004649242,0.003033033,0.000052593,0.00003417498,0.000244152,0.000168391,0.6282158,0.3390977,0.01139753,0.01718512,0.00005494606],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5428153,0.009553877,0.4306842,0.000708369,0.0002997702,0.000156158,0.0001275417,0.0004933188,0.01516135],"genre_scores_gemma":[0.9655581,0.00212749,0.02952499,0.00008232872,0.00002937128,0.00004942275,0.00006636302,0.00002833409,0.0025337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001054806,"threshold_uncertainty_score":0.003528655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009614434504245302,"score_gpt":0.2172754565745829,"score_spread":0.2076610220703376,"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."}}