{"id":"W3016792686","doi":"10.3390/sym12040652","title":"Entropy Generation and Consequences of MHD in Darcy–Forchheimer Nanofluid Flow Bounded by Non-Linearly Stretching Surface","year":2020,"lang":"en","type":"article","venue":"Symmetry","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Nanofluid; Bejan number; Brinkman number; Thermophoresis; Nusselt number; Mechanics; Sherwood number; Second law of thermodynamics; Heat flux; Mass flux; Thermodynamics; Entropy (arrow of time); Materials science; Heat transfer; 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":[0.0001062892,0.00014747,0.0002389009,0.00005062157,0.00003412418,0.00004815383,0.00008471384,0.00009921126,0.00003658378],"category_scores_gemma":[0.00001397282,0.0001477891,0.00003658045,0.0002160053,0.00006064,0.0002218581,0.00001218579,0.0001616386,0.000007326449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002326545,"about_ca_system_score_gemma":0.00003140865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001131635,"about_ca_topic_score_gemma":0.00001851018,"domain_scores_codex":[0.9991384,0.00002708933,0.0002855743,0.0001886879,0.0001537563,0.0002065603],"domain_scores_gemma":[0.9997398,0.00003754516,0.00001110248,0.00009506149,0.00002418797,0.00009235846],"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":[0.00001265393,0.00001242758,0.0046019,0.00009736791,0.00003784978,0.000005469823,0.0006623263,0.001193545,0.9898679,0.0005540143,0.002058359,0.0008961582],"study_design_scores_gemma":[0.0007453641,0.00009412747,0.0003205811,0.00003876568,0.00002152074,0.000002498522,0.00010894,0.1585718,0.8390238,0.00007843275,0.000775079,0.0002190507],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889242,0.002986867,0.007094169,0.0002946071,0.0001643707,0.0001541308,0.00007632655,0.00005738175,0.000247917],"genre_scores_gemma":[0.9968985,0.0003875414,0.002434978,0.0001098402,0.00008044764,0.000003335297,0.00004197744,0.00002424579,0.00001917941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1573783,"threshold_uncertainty_score":0.6026664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01499761299076731,"score_gpt":0.2137800602086558,"score_spread":0.1987824472178885,"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."}}