{"id":"W2012905030","doi":"10.1615/interjfluidmechres.v38.i4.20","title":"Marangoni Convection inWater-Isopropanol Mixtures in the Presence of Soret Effect","year":2011,"lang":"en","type":"article","venue":"International Journal of Fluid Mechanics Research","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Marangoni effect; Convection; Materials science; Marangoni number; Layer (electronics); Mechanics; Flow (mathematics); Porous medium; Thermodynamics; Porosity; Physics; Composite material","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":[0.0001580754,0.0002232394,0.0003404133,0.0001732617,0.0001721492,0.0003336873,0.0001247723,0.0002026887,0.0004790597],"category_scores_gemma":[0.0002694969,0.0001261615,0.0002433514,0.0001208504,0.0003294698,0.0004512527,0.0003087617,0.0002848032,0.0000802562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001565635,"about_ca_system_score_gemma":0.000153995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005055643,"about_ca_topic_score_gemma":0.0005513395,"domain_scores_codex":[0.9999119,0.0000142008,0.000003842272,0.00001565099,0.00003010881,0.00002421841],"domain_scores_gemma":[0.9999048,0.00003810245,0.00002692249,0.000005539009,0.00001233268,0.00001235928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001206928,0.00001423843,0.000549331,0.00005725042,0.000005361042,0.0001338065,0.00004887757,0.001549556,0.9953734,0.0003133519,0.00001815517,0.001816007],"study_design_scores_gemma":[0.00001802003,0.0001745193,0.00216211,0.000004673993,0.0000115888,0.0000952082,0.00004322933,0.03127334,0.9654323,0.0001639719,0.0006099595,0.00001096723],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964195,0.000411685,0.002686266,0.00002053304,0.000009317861,0.000006604632,0.00001179896,0.00001827402,0.0004160714],"genre_scores_gemma":[0.9983743,0.0001377235,0.001029199,0.000005384558,0.000003997105,0.000003497186,0.00001455423,0.00000341718,0.0004277215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005055643,"threshold_uncertainty_score":0.00160265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04766400479661233,"score_gpt":0.310651032242392,"score_spread":0.2629870274457797,"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."}}