{"id":"W3160837970","doi":"10.18280/acsm.450201","title":"Enhanced Heat Transfer by Oil/Multi-Walled Carbon Nano-Tubes Nanofluid","year":2021,"lang":"en","type":"article","venue":"Annales de Chimie Science des Matériaux","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nanofluid; Materials science; Heat exchanger; Heat transfer; Turbulence; Heat transfer enhancement; Mechanics; Flow (mathematics); Thermal; Fluid dynamics; Heat transfer coefficient; Composite material; Thermodynamics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.00008814425,0.0002031843,0.0001603627,0.0001592509,0.0001400826,0.0001899658,0.0001530465,0.0001869764,0.0005906164],"category_scores_gemma":[0.0001276061,0.00008320045,0.0001178386,0.00007823828,0.0002266551,0.0002797692,0.0001729486,0.0001543426,0.00009400388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000237916,"about_ca_system_score_gemma":0.00009953127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003307251,"about_ca_topic_score_gemma":0.0003555611,"domain_scores_codex":[0.9999557,0.000006218188,0.000002023762,0.000009457041,0.00001437698,0.00001221059],"domain_scores_gemma":[0.9999382,0.00002544732,0.00001500527,0.000004527841,0.000009746115,0.000006979104],"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":[0.00006150259,0.00002686352,0.0001075356,0.00004931053,0.000002528606,0.00004465562,0.00002277708,0.001948227,0.9953899,0.000420603,0.00003657904,0.001889631],"study_design_scores_gemma":[0.0000108273,0.00009243401,0.0005415364,0.000002873453,0.000004425397,0.00002370838,0.000008229656,0.02614694,0.9726253,0.0000881702,0.000450438,0.000005309109],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943639,0.0002874604,0.004235517,0.00002510489,0.00002227524,0.000006236872,0.00001645843,0.00005308566,0.0009900135],"genre_scores_gemma":[0.9975132,0.00006859894,0.001916009,0.000006747151,0.000005909761,0.000004287818,0.00001057749,0.000006765418,0.000467766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005906164,"threshold_uncertainty_score":0.001975834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01917440479352306,"score_gpt":0.23575293319483,"score_spread":0.2165785284013069,"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."}}