{"id":"W2070953114","doi":"10.1115/icnmm2008-62031","title":"Development of Unsteady Flow in a Wavy Minichannel System","year":2008,"lang":"en","type":"article","venue":"ASME 2008 6th International Conference on Nanochannels, Microchannels, and Minichannels","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Reynolds number; Prandtl number; Mechanics; Turbulence; Physics; Open-channel flow; Dimensionless quantity; Turbulent Prandtl number; Pipe flow; Geometry; Mathematics; Heat transfer; Nusselt number","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001673028,0.0002283592,0.0003734373,0.0003671125,0.0004002416,0.000858685,0.0002742193,0.0005579468,0.0008980039],"category_scores_gemma":[0.0007047408,0.000218944,0.0003535275,0.0002227313,0.0007340778,0.0003794169,0.0004803593,0.0003182582,0.0001129252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005116657,"about_ca_system_score_gemma":0.001017453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003819408,"about_ca_topic_score_gemma":0.002686194,"domain_scores_codex":[0.9998938,0.0000124086,0.000006474119,0.0000209942,0.00002552596,0.00004082601],"domain_scores_gemma":[0.9997315,0.00008239516,0.00006884571,0.00002411499,0.00005297172,0.00004021767],"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":[0.0002129417,0.0001173457,0.01407052,0.00007585889,0.00003148881,0.0008261814,0.0003338527,0.8217438,0.142543,0.01089922,0.000343015,0.008802703],"study_design_scores_gemma":[0.0000151788,0.0001274254,0.00416628,0.000009539411,0.000007399991,0.00009279318,0.00008226934,0.9789014,0.01517175,0.0008073514,0.0005947018,0.00002378435],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694434,0.00007113923,0.02745245,0.00005510651,0.0000142871,0.00002295681,0.00007151921,0.0001560718,0.002713025],"genre_scores_gemma":[0.9928815,0.00004311064,0.005562415,0.00001106163,0.000003014507,0.00002141453,0.00004630724,0.00001284949,0.001418309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003819408,"threshold_uncertainty_score":0.007594347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04198328075669586,"score_gpt":0.2349800079829165,"score_spread":0.1929967272262206,"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."}}