{"id":"W4402438646","doi":"10.11159/htff24.259","title":"Mathematical Modelling of Forced Convection: Insights from Hele-Shaw Analogues and Cylinder Studies","year":2024,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Forced convection; Mechanics; Cylinder; Convection; Computer science; Physics; Engineering; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003763637,0.0004477919,0.000605363,0.0005467542,0.0003538764,0.0008123291,0.0006698275,0.0007730725,0.0009620365],"category_scores_gemma":[0.0009534373,0.0002202039,0.0007343247,0.0004599734,0.0009922473,0.001231201,0.0008550615,0.0007215683,0.00022262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000462067,"about_ca_system_score_gemma":0.0005895815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002829479,"about_ca_topic_score_gemma":0.0009681147,"domain_scores_codex":[0.9998013,0.00006426528,0.00001460161,0.0000258945,0.00007210279,0.00002178245],"domain_scores_gemma":[0.999703,0.0001563055,0.00005171863,0.00002326817,0.00004735715,0.00001842123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003909066,0.00004463007,0.00132662,0.0003102988,0.00002633875,0.0002682947,0.0004729591,0.7072359,0.0182822,0.256604,0.0006918783,0.01469782],"study_design_scores_gemma":[0.000008148327,0.00004085525,0.0005395944,0.00003290868,0.000005997792,0.0001487305,0.00005050785,0.957347,0.001891249,0.03355226,0.006358437,0.00002429743],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09886897,0.007349851,0.8672705,0.0009646641,0.000285875,0.0001253012,0.000217345,0.0001851432,0.0247324],"genre_scores_gemma":[0.8938865,0.008069228,0.08743069,0.0002312046,0.0001994533,0.0002647917,0.0001761758,0.0001077592,0.00963413],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002829479,"threshold_uncertainty_score":0.005626023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02452317562910751,"score_gpt":0.2344949511742961,"score_spread":0.2099717755451886,"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."}}