{"id":"W2157042316","doi":"10.1017/s0022112003005524","title":"Double-diffusive and Soret-induced convection in a shallow horizontal porous layer","year":2003,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":135,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Polytechnique Montréal","funders":"","keywords":"Mechanics; Buoyancy; Double diffusive convection; Convection; Natural convection; Adiabatic process; Thermophoresis; Mass flux; Combined forced and natural convection; Porous medium; Materials science; Linear stability; Thermodynamics; Rayleigh number; Porosity; Physics; Heat transfer; Instability","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003143943,0.0001540681,0.0002858404,0.000204088,0.00003113579,0.00002853976,0.00007160971,0.0001578505,0.00005080061],"category_scores_gemma":[0.00001442399,0.0001435579,0.00007384625,0.0001556973,0.00000498813,0.0002088013,0.000005660754,0.0003436251,0.000005358059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000119424,"about_ca_system_score_gemma":0.00005414373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009134553,"about_ca_topic_score_gemma":0.00006475663,"domain_scores_codex":[0.9990496,0.00002592668,0.0003961422,0.00009803143,0.0002000299,0.0002302943],"domain_scores_gemma":[0.9996628,0.00002263761,0.00002884408,0.00008603875,0.0000798707,0.0001198346],"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":[0.0001158665,0.0000602217,0.0001146314,0.00004462411,0.00006147342,0.0001554641,0.0005256236,0.00025808,0.9833807,0.01382609,0.000176161,0.001281002],"study_design_scores_gemma":[0.01361522,0.001557759,0.0005166096,0.0002680503,0.0001651341,0.002366505,0.0008058883,0.02487491,0.9472692,0.003863372,0.003931217,0.0007661317],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860706,0.001193954,0.01085292,0.00004525711,0.001091692,0.0001275187,0.00000178488,0.00002905547,0.0005872176],"genre_scores_gemma":[0.998612,0.0007808361,0.0004085524,0.0000374726,0.0001097406,0.000003060949,5.515329e-7,0.00003143875,0.00001629187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03611157,"threshold_uncertainty_score":0.585412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01529729408911161,"score_gpt":0.2150925002613582,"score_spread":0.1997952061722466,"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."}}