{"id":"W4306770700","doi":"10.1007/s11242-022-01867-4","title":"Three-Dimensional Free Convective Heat Transmission Flow of Copper–Water Nanofluid in a Glass Bead Permeable Matrix within a Right Trapezoidal Cavity in Consideration of Thermal Non-Equilibrium Conditions","year":2022,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Nanofluid; Materials science; Porous medium; Darcy number; Mechanics; Nusselt number; Natural convection; Thermodynamics; Fluid dynamics; Rayleigh number; Composite material; Heat transfer; Porosity; Reynolds number; Nanoparticle; Nanotechnology; Turbulence; Physics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005185448,0.0003165408,0.0007310295,0.0004648383,0.00005737127,0.000004833344,0.0002100439,0.0002023512,0.001091028],"category_scores_gemma":[0.000004082611,0.0002967165,0.0001388275,0.00040417,0.0001478154,0.0002445816,0.0000118618,0.0005714851,0.000003409882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001877292,"about_ca_system_score_gemma":0.0002112636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00187777,"about_ca_topic_score_gemma":0.009045593,"domain_scores_codex":[0.9974999,0.00008056619,0.001063746,0.0003539991,0.0005288534,0.0004728878],"domain_scores_gemma":[0.9994162,0.000126167,0.00002567425,0.0002701032,0.0000584575,0.0001034382],"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":[0.0005224838,0.0004484121,0.01988703,0.000239433,0.00004060676,0.0002597443,0.01198967,0.2222477,0.744114,0.0001077215,0.000109797,0.00003338776],"study_design_scores_gemma":[0.01159791,0.0004694879,0.1172625,0.0003802155,0.0001038257,0.00007690053,0.0005124689,0.1533861,0.7143477,0.001022485,0.00005071855,0.000789689],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967735,0.0005001177,0.0005631895,0.0001281141,0.0004373867,0.0007882691,0.0005635433,0.00005730612,0.0001885874],"genre_scores_gemma":[0.9988715,0.00001760248,0.0003730982,0.00003143852,0.00002505634,0.0001632868,0.0004477676,0.0000550525,0.00001518831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09737547,"threshold_uncertainty_score":0.9999485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007277561886612081,"score_gpt":0.2062536484646745,"score_spread":0.1989760865780625,"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."}}