{"id":"W2590165606","doi":"","title":"Particle Deposition from Natural Convection Flow through a Parallel Plate Channel with Axial Heat Sources Including Variable Properties and Brownian Diffusion Effect","year":2013,"lang":"en","type":"article","venue":"Mechanical Engineering Research","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thermophoresis; Mechanics; Particle deposition; Deposition (geology); Diffusion; Particle (ecology); Natural convection; Brownian motion; Materials science; Convection; Flow (mathematics); Thermodynamics; Heat transfer; Physics; Nanofluid; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.000453404,0.0002565058,0.0002837231,0.00008748119,0.0002389102,0.0002311552,0.000175195,0.0001601907,0.00002884281],"category_scores_gemma":[0.0001689615,0.0002061875,0.00003469859,0.0003706323,0.00005956385,0.000501711,0.0001798865,0.0007231951,0.00005505349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001872193,"about_ca_system_score_gemma":0.00001197541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007653072,"about_ca_topic_score_gemma":0.00003020251,"domain_scores_codex":[0.9980497,0.0001030766,0.0002481544,0.0003724455,0.0004947197,0.0007318684],"domain_scores_gemma":[0.9991504,0.0003130625,0.00001079749,0.0002576571,0.00008607328,0.0001820005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009920656,0.00002593844,0.00007801907,0.0001304402,0.00006334527,0.000009102512,0.0004377277,0.2984591,0.6997934,0.0002180144,0.00001490118,0.0006707708],"study_design_scores_gemma":[0.0008301919,0.0002298022,0.0003956813,0.0002104697,0.0000143228,0.00001839613,0.00004426416,0.9021826,0.09553263,0.000281082,0.00001678156,0.0002437204],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9285092,0.0005821325,0.06948726,0.00008434415,0.0002539682,0.0005820065,0.000004490838,0.0004652208,0.00003136673],"genre_scores_gemma":[0.9919533,0.00006074797,0.007381371,0.00001042484,0.0001658943,0.0003207077,0.00001273163,0.00007524547,0.00001959986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6042607,"threshold_uncertainty_score":0.840808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.027892449443926,"score_gpt":0.2408385386332292,"score_spread":0.2129460891893032,"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."}}