{"id":"W1980955458","doi":"10.1615/jpormedia.v7.i1.50","title":"Soret and Double Diffusive Convection in a Porous Cavity","year":2004,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; HEC Montréal","funders":"","keywords":"Lewis number; Buoyancy; Natural convection; Rayleigh number; Double diffusive convection; Thermophoresis; Mechanics; Thermodynamics; Convection; Adiabatic process; Materials science; Combined forced and natural convection; Constant (computer programming); Temperature gradient; Porous medium; Boussinesq approximation (buoyancy); Thermal; Porosity; Physics; Meteorology; Mass transfer; Nanofluid","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":[0.0001690961,0.00009963114,0.0002279639,0.0001507391,0.00001906015,0.00001638967,0.00005555516,0.00008977122,0.00002315403],"category_scores_gemma":[0.00001246059,0.00008701465,0.00003763805,0.0001028677,0.0000274081,0.0001652404,0.000004905738,0.0002820682,0.000004896873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000122188,"about_ca_system_score_gemma":0.0000473111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009604585,"about_ca_topic_score_gemma":0.0004092944,"domain_scores_codex":[0.9992975,0.000008587247,0.0003002261,0.00006199066,0.0001638492,0.0001678334],"domain_scores_gemma":[0.9997333,0.00002693935,0.00002648275,0.00005659613,0.00004791024,0.0001087539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002216843,0.001562991,0.08787759,0.001138637,0.0007560208,0.01000004,0.09240843,0.03719802,0.6827654,0.01002091,0.005662697,0.06839241],"study_design_scores_gemma":[0.07876587,0.002277391,0.6374645,0.001573306,0.0005278515,0.01177037,0.00385658,0.001297112,0.2335383,0.02041134,0.006116135,0.002401333],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960238,0.001450535,0.001042767,0.0001773293,0.0008005658,0.00006778019,0.000002865928,0.00002299467,0.0004113744],"genre_scores_gemma":[0.9986346,0.0007931569,0.0002495628,0.00003781408,0.0002560279,0.000001508156,0.000001111889,0.00001632562,0.000009902515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5495868,"threshold_uncertainty_score":0.3548355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008528928563861036,"score_gpt":0.2069530720002321,"score_spread":0.198424143436371,"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."}}