{"id":"W2170730685","doi":"10.1109/ceidp.1998.733912","title":"Mechanisms of electrohydrodynamic flow boiling heat transfer in coaxial flow channels of dielectric refrigerant R-134a","year":2002,"lang":"en","type":"article","venue":"","topic":"Aerosol Filtration and Electrostatic Precipitation","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Electrohydrodynamics; Refrigerant; Materials science; Heat transfer; Mechanics; Evaporator; Liquid dielectric; Thermodynamics; Coaxial; Boiling; Heat flux; Two-phase flow; Nucleate boiling; Critical heat flux; Dielectric; Flow (mathematics); Electric field; Heat exchanger; Electrical engineering; Physics","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":[0.000163955,0.0001748044,0.0003262008,0.000246475,0.00002485649,0.000009777711,0.0001042908,0.0001079868,0.0003522515],"category_scores_gemma":[0.00001922285,0.0001753626,0.00008031636,0.0005630964,0.00001708558,0.0001510816,0.000003893362,0.0001691017,0.00001020615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007750651,"about_ca_system_score_gemma":0.00001305976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003039421,"about_ca_topic_score_gemma":0.0001503652,"domain_scores_codex":[0.9986994,0.00003753371,0.0005257829,0.0001691852,0.0002182211,0.0003498881],"domain_scores_gemma":[0.9996853,0.00005883988,0.00001285463,0.0001484371,0.00004602969,0.00004850905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002939562,0.00006502405,0.000005869345,0.00007790609,0.00002787442,0.000001657824,0.001135419,0.1775276,0.8168645,0.001928612,0.00006379289,0.002272368],"study_design_scores_gemma":[0.0004490351,0.0001485906,0.00003133493,0.00001970641,0.000008714173,0.000002918356,0.0000205344,0.6589515,0.3396548,0.0005932985,0.000004690694,0.0001149416],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4441169,0.0001827652,0.5531531,0.00005625016,0.000170869,0.0002378522,0.000008862393,0.0001109165,0.001962533],"genre_scores_gemma":[0.9963,0.0001932335,0.003282463,0.00002866732,0.00001910063,0.0000314949,0.00002416847,0.00003128583,0.0000895243],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5521832,"threshold_uncertainty_score":0.715108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008445331080473522,"score_gpt":0.1901286167239405,"score_spread":0.181683285643467,"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."}}