{"id":"W2007487412","doi":"10.1115/ht2012-58016","title":"Experimental Investigation of Nanofluid Heat Transfer in a Plate Heat Exchanger","year":2012,"lang":"en","type":"article","venue":"","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Université de Moncton","funders":"Hydro-Québec","keywords":"Nanofluid; Nusselt number; Reynolds number; Materials science; Heat transfer; Laminar flow; Thermodynamics; Heat transfer enhancement; Heat exchanger; Turbulence; Heat transfer coefficient; Mechanics; Convective heat transfer; Composite material; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008289346,0.0006206384,0.0007598414,0.0002508699,0.0008551768,0.0003467777,0.000578362,0.0008038005,0.001898586],"category_scores_gemma":[0.0005589004,0.000227017,0.0003568007,0.0003008893,0.000588454,0.0006158503,0.000402384,0.0006852529,0.0003476088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003457044,"about_ca_system_score_gemma":0.0003671612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006560723,"about_ca_topic_score_gemma":0.0004170288,"domain_scores_codex":[0.9995454,0.0000602959,0.00002309151,0.0001182062,0.0001575629,0.00009547993],"domain_scores_gemma":[0.9995707,0.0001743172,0.00004980207,0.00005935648,0.0001047061,0.00004105525],"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":[0.0002940879,0.0001529486,0.000495023,0.0001417448,0.000005544988,0.00006867848,0.0001413977,0.001105333,0.9960333,0.0001606599,0.00004789198,0.001353358],"study_design_scores_gemma":[0.0000374878,0.000867753,0.001652643,0.000003739998,0.000008388513,0.00002771238,0.00003260723,0.004721538,0.9922105,0.00003086508,0.0003960142,0.00001074907],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929897,0.00007302508,0.005817005,0.00002779621,0.00001761444,0.00009882846,0.0001428673,0.00008883097,0.0007443431],"genre_scores_gemma":[0.9895383,0.00008639527,0.008836727,0.00001407044,0.00001544655,0.0001686948,0.0001146412,0.00002284155,0.001203009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001898586,"threshold_uncertainty_score":0.006351411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02011121829829068,"score_gpt":0.222247827499354,"score_spread":0.2021366092010633,"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."}}