{"id":"W1998579231","doi":"10.4028/www.scientific.net/amr.622-623.806","title":"Experimental Investigation on Heat Transfer and Pressure Drop of CNT-Base Oil Nano-Fluid Flow in Rectangular Channels under Constant Wall Temperature","year":2012,"lang":"en","type":"article","venue":"Advanced materials research","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Pressure drop; Materials science; Heat transfer; Heat transfer coefficient; Thermodynamics; Mechanics; Laminar flow; Isothermal process; Convective heat transfer; Fluid dynamics; Heat transfer enhancement; Drop (telecommunication); Composite material; Mechanical engineering","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":[0.0003436574,0.0003903943,0.0004595262,0.0002260877,0.0003868063,0.0001643739,0.0003139946,0.0003467028,0.001150245],"category_scores_gemma":[0.0004166847,0.0001538683,0.0002067899,0.0003535761,0.0003900582,0.000338109,0.000195439,0.0003691982,0.0001853805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002669089,"about_ca_system_score_gemma":0.00021329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007099549,"about_ca_topic_score_gemma":0.0005662569,"domain_scores_codex":[0.9997872,0.0000249712,0.00001201123,0.00005959397,0.0000724992,0.00004374708],"domain_scores_gemma":[0.999613,0.0001636207,0.0000725522,0.00003675518,0.00009063967,0.00002346247],"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":[0.0001059142,0.00003213392,0.0002271191,0.00006477113,0.000001886813,0.00005143852,0.00009279894,0.0003119373,0.997865,0.0000764401,0.00002540541,0.001145219],"study_design_scores_gemma":[0.000007351036,0.000200426,0.0008873536,0.000002369311,0.000003857142,0.00002815039,0.0000235182,0.001917175,0.9966924,0.00001406577,0.0002179111,0.000005440532],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941216,0.0001471374,0.004986582,0.00002075042,0.00001205654,0.00003387531,0.0001638695,0.00008557114,0.0004284423],"genre_scores_gemma":[0.9916716,0.0001859329,0.007315803,0.000009449857,0.000008941996,0.00007642571,0.00008515851,0.00001816172,0.0006284417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001150245,"threshold_uncertainty_score":0.003847957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03464780095143719,"score_gpt":0.2864987879017421,"score_spread":0.2518509869503049,"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."}}