{"id":"W2302157241","doi":"10.14288/1.0058979","title":"CFD and PIV investigation of UV reactor hydrodynamics","year":2009,"lang":"en","type":"article","venue":"Open Collections","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computational fluid dynamics; Environmental science; Mechanics; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.00005139561,0.0000690337,0.0001102717,0.00004575156,0.0001889787,0.0001495872,0.00007784803,0.00004623645,0.00002270626],"category_scores_gemma":[0.00001077983,0.00007528961,0.00001802948,0.0004517024,0.00002122372,0.0001493096,0.00001870594,0.00006930451,0.000001245038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004268128,"about_ca_system_score_gemma":0.00002313757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000411886,"about_ca_topic_score_gemma":0.0005801448,"domain_scores_codex":[0.9996369,0.000008111888,0.0001372814,0.00008643598,0.00004851684,0.00008278518],"domain_scores_gemma":[0.9997659,0.00001805634,0.00001962599,0.0001194967,0.00002591903,0.00005100916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001250317,0.0003520958,0.006429579,0.0001700099,0.0003714635,0.00001370982,0.003524762,0.1171558,0.1776662,0.01694561,0.6600408,0.01720496],"study_design_scores_gemma":[0.0006489368,0.0001891516,0.01656175,0.00003926974,0.00004517989,0.00002295381,0.0000907695,0.9636359,0.001942811,0.007485996,0.009010156,0.0003271866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7307962,0.0001382648,0.003770088,0.0001375737,0.0003303729,0.0005648531,0.00006258966,0.0001575252,0.2640425],"genre_scores_gemma":[0.9901479,0.0001357355,0.002121823,0.00003204725,0.00003023861,0.00001193728,0.00001759492,0.0000135356,0.007489169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.84648,"threshold_uncertainty_score":0.3070221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00735567007219979,"score_gpt":0.2101977329116645,"score_spread":0.2028420628394647,"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."}}