{"id":"W3036600024","doi":"10.26637/mjm0803/0019","title":"Marangoni convection in superposed fluid and anisotropic porous layers with throughflow","year":2020,"lang":"en","type":"article","venue":"Malaya Journal of Matematik","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Throughflow; Marangoni effect; Convection; Mechanics; Geology; Porous medium; Porosity; Fluid dynamics; Materials science; Geophysics; Physics; Geotechnical engineering","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":[0.0001101635,0.0001322546,0.0003154528,0.00008043928,0.00002190707,0.00003592896,0.00007606604,0.00006059893,0.0001080852],"category_scores_gemma":[0.000006396131,0.0001026579,0.00003508836,0.0001417071,0.00002135288,0.0002358005,0.000005687943,0.0001867038,0.00001023043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003506711,"about_ca_system_score_gemma":0.00001787447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006456884,"about_ca_topic_score_gemma":0.000007230414,"domain_scores_codex":[0.9992062,0.00002777413,0.0003610499,0.00007941104,0.0001647593,0.0001607739],"domain_scores_gemma":[0.9997531,0.00002387276,0.00002465943,0.00006046128,0.00004033668,0.00009759519],"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":[0.001714703,0.0002717064,0.1101717,0.007628371,0.0008469935,0.002262558,0.01538021,0.0488967,0.7975683,0.002380676,0.009062496,0.003815526],"study_design_scores_gemma":[0.04109507,0.009342561,0.2874694,0.004787283,0.0008760572,0.006845353,0.0062016,0.1197833,0.5077459,0.0009206583,0.01136174,0.003571029],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906115,0.001323637,0.006749241,0.0005885445,0.0001216637,0.0001312265,0.000002860617,0.00003448985,0.0004368268],"genre_scores_gemma":[0.9984466,0.0003884435,0.0009014907,0.0001414933,0.00008353488,0.000002310684,7.47473e-7,0.00002728718,0.000008048588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2898225,"threshold_uncertainty_score":0.4186266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008129291767163876,"score_gpt":0.1723868862351569,"score_spread":0.164257594467993,"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."}}