{"id":"W3096172662","doi":"10.1002/mma.6956","title":"Darcy Forchheimer electromagnetic stretched flow of carbon nanotubes over an inclined cylinder: Entropy optimization and quartic chemical reaction","year":2020,"lang":"en","type":"article","venue":"Mathematical Methods in the Applied Sciences","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fanshawe College","funders":"National Natural Science Foundation of China","keywords":"Nanofluid; Materials science; Heat transfer; Carbon nanotube; Thermal radiation; Bejan number; Composite material; Thermal conductivity; Mechanics; Thermodynamics; Nanotechnology; Nusselt number; Nanoparticle; Physics; Reynolds number; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001027668,0.0001363972,0.0002667457,0.00005811395,0.00004241568,0.00004423861,0.0002255679,0.0000843478,0.0000294084],"category_scores_gemma":[0.000094903,0.00009394157,0.00003019686,0.0004330103,0.0002045345,0.0001060185,0.00001532661,0.0001650372,7.004567e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001334774,"about_ca_system_score_gemma":0.00001622857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000299089,"about_ca_topic_score_gemma":6.864545e-7,"domain_scores_codex":[0.9988144,0.0001250711,0.0003508148,0.0002188793,0.0002631277,0.0002277116],"domain_scores_gemma":[0.9992885,0.0004698212,0.00001934558,0.0001402489,0.00001250549,0.0000696003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002249944,0.00005013547,0.00001302992,0.0001062442,0.00000912305,4.154905e-7,0.002845378,0.005027193,0.9738308,0.01523089,0.000001820685,0.002862428],"study_design_scores_gemma":[0.0002502814,0.0001243905,0.00003184305,0.0000123926,0.0000318807,0.000002095621,0.000337768,0.730478,0.2492653,0.01936425,0.000002496199,0.00009929697],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6641216,0.00009748366,0.3340384,0.000216692,0.00002464461,0.0002910122,9.903737e-7,0.00005758671,0.001151603],"genre_scores_gemma":[0.6707805,0.00001447447,0.3290836,0.00005532666,0.00003001341,0.00002571954,9.951468e-7,0.000008967915,3.884087e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7254508,"threshold_uncertainty_score":0.3830826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0325533294204545,"score_gpt":0.3103561672430523,"score_spread":0.2778028378225978,"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."}}