{"id":"W4285028568","doi":"10.15282/jmes.16.2.2022.09.0705","title":"Numerical study of hydrodynamic and thermal behavior of Al2O3/Water nanofluid and Al2O3-Cu/Water hybrid nanofluid in a confined impinging slot jet using two-phase mixed model","year":2022,"lang":"en","type":"article","venue":"JOURNAL OF MECHANICAL ENGINEERING AND SCIENCES","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Universiti Malaysia Pahang","keywords":"Nanofluid; Nusselt number; Materials science; Laminar flow; Reynolds number; Thermodynamics; Volume fraction; Mechanics; Heat transfer; Composite material; Physics; Turbulence","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002829735,0.000474849,0.0005566401,0.0003982512,0.0006451154,0.0006616442,0.0004936878,0.001084114,0.001089095],"category_scores_gemma":[0.0005844816,0.000308423,0.0006349794,0.0003140718,0.0005867391,0.0005504264,0.0004391814,0.0004033781,0.000109276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006190349,"about_ca_system_score_gemma":0.0006228811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01197997,"about_ca_topic_score_gemma":0.006303131,"domain_scores_codex":[0.9998913,0.00002072859,0.000007134415,0.00002158172,0.00002929484,0.0000299488],"domain_scores_gemma":[0.9997197,0.0001343808,0.00005483384,0.00001493528,0.00005259386,0.00002365316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001508715,0.00009190882,0.003827541,0.0001517393,0.0000321189,0.0003186796,0.0001337929,0.962504,0.02692301,0.001924859,0.0002383235,0.003703323],"study_design_scores_gemma":[0.00001152341,0.00003537341,0.0004689953,0.000003515117,0.000004022392,0.00001107358,0.00002629185,0.9978639,0.001333373,0.00009529631,0.0001405217,0.000005960003],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9308375,0.0005339162,0.05782237,0.0003027419,0.00007177884,0.0000867587,0.0002619629,0.0002466331,0.009836386],"genre_scores_gemma":[0.9867137,0.0001475301,0.01031378,0.00002292641,0.00001092257,0.00007789922,0.00009791739,0.0000220761,0.00259322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01197997,"threshold_uncertainty_score":0.02382046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01949312963097126,"score_gpt":0.2542051338271166,"score_spread":0.2347120041961454,"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."}}