{"id":"W2567191947","doi":"10.18869/acadpub.jafm.68.225.21441","title":"Soret Convection in a Shallow Porous Cavity under a Magnetic Field and Submitted to Uniform Fluxes of Heat and Mass","year":2016,"lang":"en","type":"article","venue":"Journal of Applied Fluid Mechanics","topic":"Field-Flow Fractionation Techniques","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Thermophoresis; Mechanics; Mass transfer; Convection; Natural convection; Flow (mathematics); Enclosure; Hartmann number; Sherwood number; Materials science; Heat transfer; Thermodynamics; Magnetic field; Physics; Bifurcation; Porous medium; Porosity; Reynolds number; Nusselt number; Nanofluid; Nonlinear system","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":[0.0001344177,0.0001358284,0.000282439,0.0001296669,0.0002125865,0.0002631432,0.0001433938,0.0001985097,0.0002444802],"category_scores_gemma":[0.0004359928,0.00008481258,0.0001038615,0.00008319855,0.0005794706,0.0001994433,0.0003418579,0.000132672,0.00003819132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001677565,"about_ca_system_score_gemma":0.0002880965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006350493,"about_ca_topic_score_gemma":0.0005207165,"domain_scores_codex":[0.9999571,0.00000799506,0.000002069597,0.00001032484,0.00001073496,0.00001179036],"domain_scores_gemma":[0.9998252,0.00008044153,0.00004772717,0.000009757186,0.00001541395,0.00002161762],"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":[0.0005388162,0.00005848809,0.002115405,0.0001125985,0.0000144084,0.0003413529,0.0001690526,0.04306281,0.9459592,0.001684361,0.00006095502,0.005882495],"study_design_scores_gemma":[0.0001827268,0.001373553,0.01650051,0.00002835179,0.00004309548,0.0004561045,0.0002301193,0.5125033,0.4655753,0.002024297,0.001037821,0.00004491867],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997852,0.00005059495,0.001766448,0.00001495028,0.000003849386,0.000003561322,0.000008509262,0.0000111666,0.0002891003],"genre_scores_gemma":[0.9990375,0.00003397653,0.0006827253,0.000003290203,0.000001957457,0.000003465662,0.000008133024,0.000001697584,0.000227357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006350493,"threshold_uncertainty_score":0.001262665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005283328003791216,"score_gpt":0.1958914120540412,"score_spread":0.19060808405025,"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."}}