{"id":"W4319066157","doi":"10.1016/j.rineng.2023.100939","title":"Forced, natural and mixed convection of Non-Newtonian fluid flows in a square chamber with moving lid and discrete bottom heating","year":2023,"lang":"en","type":"article","venue":"Results in Engineering","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Mechanical Engineering, University of Alberta; Bangladesh University of Engineering and Technology","keywords":"Nusselt number; Grashof number; Natural convection; Richardson number; Mechanics; Film temperature; Thermodynamics; Heat transfer; Forced convection; Combined forced and natural convection; Reynolds number; Heat transfer coefficient; Churchill–Bernstein equation; Buoyancy; Materials science; Physics; Turbulence","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000207918,0.0001955822,0.0002758153,0.0003694556,0.00002478995,0.00002303959,0.00003969713,0.00009765815,8.779209e-7],"category_scores_gemma":[0.00003115922,0.0001883014,0.00002318862,0.0005298051,0.00001534539,0.0001801806,0.00002206687,0.000283132,8.380684e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005431791,"about_ca_system_score_gemma":0.000009064794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001383662,"about_ca_topic_score_gemma":0.0003077214,"domain_scores_codex":[0.9989785,0.000008975943,0.0003356858,0.0002187772,0.0001223121,0.0003357662],"domain_scores_gemma":[0.9997001,0.00009764561,0.00001041431,0.0001163985,0.00001534294,0.00006008957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001277483,0.000007330096,0.00424358,0.00138644,0.0000332834,0.00008519451,0.004085674,0.709757,0.2775624,0.00003562597,0.00001321768,0.002662416],"study_design_scores_gemma":[0.001666982,0.00004941776,0.03544891,0.0009224193,0.00000653654,0.00002148582,0.0002052963,0.9461554,0.01526536,0.000002591263,0.00002882992,0.0002268024],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948844,0.0004890308,0.003868076,0.00002690059,0.0001889638,0.000229662,0.00001580794,0.00018268,0.0001145255],"genre_scores_gemma":[0.99791,0.0002526572,0.00167766,0.000002378593,0.00004744266,0.00002634939,0.00001513843,0.00004873034,0.00001961985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2622971,"threshold_uncertainty_score":0.7678708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004504863330055194,"score_gpt":0.1979318820924524,"score_spread":0.1934270187623972,"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."}}