{"id":"W2085708707","doi":"10.1016/j.jaerosci.2005.11.008","title":"Modeling of flow dynamics in laminar aerosol flow tubes","year":2006,"lang":"en","type":"article","venue":"Journal of Aerosol Science","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; University of Waterloo","keywords":"Laminar flow; Laminar flow reactor; Mechanics; Flow (mathematics); Aerosol; Computational fluid dynamics; Laminar sublayer; Residence time (fluid dynamics); Tube (container); Open-channel flow; Flow separation; Materials science; Thermodynamics; Meteorology; Turbulence; Physics; Geology; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00102384,0.0001498221,0.0003015971,0.000278104,0.00005597427,0.0000557817,0.0006449386,0.000067732,0.00000848324],"category_scores_gemma":[0.0001218483,0.0001426983,0.00008802675,0.0008771737,0.0002223697,0.0006916802,0.00006506556,0.0003124452,0.000005130963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005180204,"about_ca_system_score_gemma":0.0001134415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004448828,"about_ca_topic_score_gemma":0.0002626576,"domain_scores_codex":[0.9979764,0.00001981853,0.0007736367,0.0001507098,0.0006532294,0.0004262492],"domain_scores_gemma":[0.9993162,0.00004914305,0.00006948947,0.000241411,0.0002237173,0.0001000126],"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":[0.000007704655,0.00004198314,0.001056223,0.00001802397,0.000003563427,0.00001794087,0.0001033451,0.862857,0.1351842,0.0001266786,0.00002379034,0.0005595831],"study_design_scores_gemma":[0.0003346583,0.00005618619,0.0001515994,0.0001042364,0.000007798269,0.00005570983,0.00008684024,0.9701605,0.02878347,0.0001200449,4.917921e-7,0.0001384082],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9594705,0.000201836,0.03837957,0.00004201403,0.0006176633,0.00006751603,0.000007716772,0.00002487188,0.001188299],"genre_scores_gemma":[0.9738082,0.0000453076,0.0260228,0.0000072217,0.00008450365,0.000001112232,6.412948e-7,0.00001858126,0.00001169416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1073036,"threshold_uncertainty_score":0.5819068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008638040601136408,"score_gpt":0.2232877882731363,"score_spread":0.2146497476719999,"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."}}