{"id":"W2072091349","doi":"10.1115/fedsm2012-72142","title":"Effect of Low Reynolds Number Mixed Convection on Channel Flows Structure","year":2012,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Reynolds number; Turbulence; Laminar flow; Mechanics; Backflow; Materials science; Vortex; Open-channel flow; Flow (mathematics); Thermodynamics; Physics; Geology","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":[0.000271493,0.0002817905,0.0003643428,0.000203182,0.0002428276,0.000515727,0.0001579541,0.0001771545,0.00106752],"category_scores_gemma":[0.001066479,0.0001806613,0.0002356579,0.0001143887,0.0006042548,0.0003295411,0.000353774,0.0003260308,0.0001660108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002200828,"about_ca_system_score_gemma":0.0001315251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002586756,"about_ca_topic_score_gemma":0.0003237345,"domain_scores_codex":[0.9997705,0.00005533607,0.00001588245,0.00003579234,0.00005269032,0.00006989486],"domain_scores_gemma":[0.9988692,0.0006588431,0.0001740197,0.0001217868,0.00009664305,0.00007947419],"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":[0.0008124165,0.00004481366,0.006798175,0.0001218591,0.00001591179,0.0002035954,0.0001180101,0.00583049,0.9800152,0.0002203905,0.00004774026,0.005771363],"study_design_scores_gemma":[0.0000193405,0.0004579053,0.02556752,0.00001224074,0.00002874705,0.0001170482,0.00004656785,0.008684419,0.9645643,0.0001019372,0.0003842848,0.0000158166],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978868,0.0001294526,0.001472902,0.00000846157,0.000005862802,0.000005343419,0.00001505809,0.00003444925,0.0004416506],"genre_scores_gemma":[0.9993512,0.00002893005,0.0004493635,0.000005861459,0.000002831147,0.000003142839,0.00001206145,0.000008112088,0.0001384309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00106752,"threshold_uncertainty_score":0.003571212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002980193806600485,"score_gpt":0.1952799511058017,"score_spread":0.1922997572992012,"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."}}