{"id":"W4254062066","doi":"10.32920/ryerson.14655039.v1","title":"Numerical Investigation on the Impingement of a Circular Jet of Nanofluids on a Circular Flat Plate","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Nanofluid; Reynolds number; Heat transfer coefficient; Jet (fluid); Heat transfer; Mechanics; Materials science; Convection; Convective heat transfer; Thermodynamics; Physics; Turbulence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004607469,0.0004584304,0.0006145815,0.0003272425,0.000598584,0.0006826118,0.00062329,0.001138273,0.001404748],"category_scores_gemma":[0.001334579,0.0002414807,0.0004153039,0.000398365,0.0008518095,0.0003582754,0.000412407,0.0005155278,0.000112962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006125245,"about_ca_system_score_gemma":0.0006219886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006390421,"about_ca_topic_score_gemma":0.003364367,"domain_scores_codex":[0.9998202,0.00002159282,0.00001200953,0.00003555122,0.00006395602,0.00004663592],"domain_scores_gemma":[0.9992317,0.000456736,0.0001054465,0.00005493669,0.0001137819,0.0000374809],"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":[0.0007878043,0.0003291072,0.005988823,0.000470485,0.00004325624,0.001062955,0.0004253762,0.7908626,0.1901575,0.002144949,0.0002446985,0.007482449],"study_design_scores_gemma":[0.00005861646,0.0004276806,0.002423123,0.00001801984,0.00001861001,0.00006923168,0.0001295203,0.9607433,0.03563643,0.0001538894,0.0002983861,0.00002317786],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867314,0.0001378249,0.009482096,0.00008440779,0.00003146806,0.00005954715,0.0001231351,0.00007448927,0.003275606],"genre_scores_gemma":[0.9893134,0.00008736097,0.009344137,0.00001516435,0.000003803465,0.00002857612,0.00006302416,0.000009408002,0.001135274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006390421,"threshold_uncertainty_score":0.01270646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03511173079235835,"score_gpt":0.2222727970417091,"score_spread":0.1871610662493507,"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."}}