{"id":"W4320888901","doi":"10.1016/j.nucengdes.2023.112206","title":"Flow regime transitions for Aiding flow around a heated cylinder: A numerical and experimental investigation","year":2023,"lang":"en","type":"article","venue":"Nuclear Engineering and Design","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; University Network of Excellence in Nuclear Engineering","keywords":"Mechanics; Buoyancy; Turbulence; Vortex; Computational fluid dynamics; Cylinder; Flow (mathematics); Materials science; Range (aeronautics); Momentum (technical analysis); Meteorology; Physics; Engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001064673,0.0001226974,0.0001369891,0.0001475468,0.0001085973,0.00008716659,0.00002907629,0.00006771269,0.00000704317],"category_scores_gemma":[0.00001520479,0.0001368903,0.00003895714,0.0002472354,0.00001496334,0.0001143689,0.00000704581,0.00007131376,0.000007463876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002623077,"about_ca_system_score_gemma":0.000004896085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002765305,"about_ca_topic_score_gemma":2.657654e-7,"domain_scores_codex":[0.9994761,0.00001010758,0.0001315488,0.0001511622,0.00006784395,0.0001631823],"domain_scores_gemma":[0.9997524,0.00005119148,0.000007656372,0.00007378568,0.00001309597,0.0001018946],"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":[0.000009404544,0.000004282886,0.00000264671,0.00003312454,0.00003982096,0.000001836512,0.0006775318,0.9407471,0.05698602,0.0005043959,0.0005341518,0.0004596294],"study_design_scores_gemma":[0.0003189945,0.00004838006,0.00005076195,0.00002227191,0.00002182942,0.000007197159,0.0001483324,0.9973037,0.0015525,0.00006326065,0.0003072712,0.0001555441],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1784867,0.0001828804,0.8200032,0.0001949781,0.00009414562,0.0001909865,0.00001409666,0.0008065987,0.00002640448],"genre_scores_gemma":[0.9595367,0.00004062588,0.04020192,0.00003522588,0.00004953624,0.00003058856,0.00003456745,0.00005161228,0.00001918498],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.78105,"threshold_uncertainty_score":0.5582224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01901897964864721,"score_gpt":0.2110398330192691,"score_spread":0.1920208533706219,"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."}}