{"id":"W1983680890","doi":"10.1115/1.4006244","title":"Onset of Convection in a Horizontal Porous Layer Saturated by a Power-Law Fluid","year":2012,"lang":"en","type":"article","venue":"Journal of Heat Transfer","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Polytechnique Montréal","funders":"","keywords":"Rayleigh number; Mechanics; Convection; Power-law fluid; Nusselt number; Supercritical fluid; Newtonian fluid; Dilatant; Natural convection; Generalized Newtonian fluid; Thermodynamics; Physics; Classical mechanics; Viscosity; Reynolds number; Shear rate","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":[0.0003139455,0.0001907948,0.0004297063,0.0001849402,0.00002719696,0.00001209702,0.0001012612,0.000180204,0.000201001],"category_scores_gemma":[0.0000034824,0.0001654514,0.0001627461,0.0002189315,0.00004001352,0.0004359258,0.000002141013,0.000407015,0.000009475333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000107582,"about_ca_system_score_gemma":0.00003097968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009615438,"about_ca_topic_score_gemma":0.00005691239,"domain_scores_codex":[0.9985734,0.00004990066,0.0006666582,0.00007670536,0.0002706328,0.0003626852],"domain_scores_gemma":[0.9996103,0.00004106922,0.000005478697,0.0001005674,0.00007918388,0.000163388],"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":[0.0002990669,0.0002334187,0.002558002,0.00007535041,0.0001129958,0.00003194897,0.001066468,0.0001769732,0.9926578,0.0003648901,0.002207366,0.000215761],"study_design_scores_gemma":[0.003795224,0.0008502106,0.00989898,0.0002150912,0.0001104587,0.0008215475,0.0001905138,0.0001656486,0.9770824,0.00003107707,0.006456088,0.0003827442],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894663,0.00449854,0.003997721,0.0000985527,0.0008214667,0.0001341726,0.00004318868,0.00003112407,0.0009088955],"genre_scores_gemma":[0.9994126,0.0002981877,0.00006034246,0.00007126103,0.0001009509,0.000002907454,0.000005190635,0.0000385194,0.00001004013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01557534,"threshold_uncertainty_score":0.6746912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008258892671597576,"score_gpt":0.20916716659417,"score_spread":0.2009082739225725,"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."}}