{"id":"W2792498633","doi":"","title":"Numerical solution for turbulent film condensation from vapor-gas mixtures in vertical tubes","year":2005,"lang":"en","type":"article","venue":"Mspace (University of Manitoba)","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Condensation; Turbulence; Mechanics; Materials science; Thermodynamics; Tube (container); Water vapor; Meteorology; Physics; Composite material","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007729186,0.00009754074,0.0001535684,0.00008036933,0.00004926228,0.000008329445,0.000141765,0.0001043767,0.00001367811],"category_scores_gemma":[0.00002596614,0.0001351348,0.0000612916,0.00009817831,0.00004899182,0.0001709721,0.00002682595,0.0001120714,0.00003874718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002491965,"about_ca_system_score_gemma":0.00001097009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000441753,"about_ca_topic_score_gemma":0.01715559,"domain_scores_codex":[0.9993887,0.00002308183,0.00009198175,0.00015334,0.000137101,0.0002058256],"domain_scores_gemma":[0.9996608,0.00008823173,0.00001128598,0.0001494501,0.00003345369,0.00005675639],"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":[0.0004499895,0.0004374939,0.08575466,0.0001542133,0.0002287212,0.00006889892,0.00189197,0.680962,0.206057,0.004068586,0.01023986,0.009686574],"study_design_scores_gemma":[0.0005907662,0.00002399767,0.07907736,0.000019118,0.00002376731,0.000001689417,0.000336832,0.915887,0.003052104,0.0002868299,0.0005725243,0.0001280206],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9599785,0.0001048825,0.03831936,0.0009719174,0.000115022,0.0001552619,0.00001796894,0.00009774083,0.0002392992],"genre_scores_gemma":[0.9944475,0.00002317275,0.005403738,0.00001825153,0.00005824655,8.392645e-7,0.00002577603,0.00001264721,0.000009775934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.234925,"threshold_uncertainty_score":0.9573221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01268461176400473,"score_gpt":0.1976886415614963,"score_spread":0.1850040297974915,"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."}}