{"id":"W2527608475","doi":"10.2298/tsci160429238b","title":"Differentiated heated lid driven cavity interacting with tube: A lattice Boltzmann study","year":2016,"lang":"en","type":"article","venue":"Thermal Science","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Lattice Boltzmann methods; Nusselt number; Mechanics; Natural convection; Enclosure; Heat transfer; Reynolds number; Physics; Rayleigh number; Buoyancy; Cylinder; Forced convection; Combined forced and natural convection; Materials science; Turbulence; Geometry","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":[0.0003082973,0.0001879751,0.0001943611,0.000104353,0.0002711125,0.00008899558,0.0003531764,0.00002438097,0.000108253],"category_scores_gemma":[0.00009733101,0.0001087269,0.0000225267,0.0005821598,0.0002397412,0.0007353763,0.0001524582,0.0001154198,0.000121592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001293831,"about_ca_system_score_gemma":0.0000262859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004876106,"about_ca_topic_score_gemma":0.00007122171,"domain_scores_codex":[0.9985669,0.0000433735,0.0002045389,0.0003123064,0.0004387184,0.0004342076],"domain_scores_gemma":[0.9991746,0.0002030821,0.00004725239,0.0003144681,0.000149582,0.000111011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001581663,0.0003883519,0.3718769,0.00003669108,0.0002625656,0.0000617985,0.01358462,0.02158397,0.5707526,0.0001013189,0.00006285364,0.02113015],"study_design_scores_gemma":[0.001269743,0.0001932282,0.9648284,0.0001041908,0.00005188866,0.000007487024,0.0008136249,0.01836621,0.01387648,0.00001151277,0.00008371857,0.0003935731],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956345,0.00001794541,0.0006003816,0.00007517524,0.0002200965,0.0002835924,0.000003506208,0.0004689505,0.002695877],"genre_scores_gemma":[0.9995917,0.000001979536,0.0001398259,0.00001820976,0.00004497646,0.00001628828,3.638292e-7,0.00002405933,0.0001626003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5929515,"threshold_uncertainty_score":0.4433754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01872319501592032,"score_gpt":0.2630996678364919,"score_spread":0.2443764728205716,"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."}}