{"id":"W2261043014","doi":"10.1142/s2010132516500036","title":"Mass Transfer Enhancement by a Single Emulsion Droplet","year":2015,"lang":"en","type":"article","venue":"International Journal of Air-Conditioning and Refrigeration","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mass transfer; Surface tension; Diffusion; Mechanics; Mass transfer coefficient; Convection; Hagen–Poiseuille equation; Emulsion; Chemistry; Fluid dynamics; Flow (mathematics); Thermodynamics; Materials science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001169925,0.0001990582,0.0002930636,0.0001172266,0.0002298626,0.0003686452,0.0003935227,0.000396717,0.003009103],"category_scores_gemma":[0.0003005817,0.0001816642,0.0002306103,0.0001167669,0.0002636553,0.0005014187,0.00031703,0.0003501487,0.0002889159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002440615,"about_ca_system_score_gemma":0.0002202993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008820024,"about_ca_topic_score_gemma":0.0003815625,"domain_scores_codex":[0.9999431,0.000004575285,0.000001787656,0.00001635486,0.00001794698,0.00001609607],"domain_scores_gemma":[0.999923,0.00003990427,0.000008360394,0.000006995671,0.00001281517,0.000008869861],"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":[0.0006372589,0.0002710782,0.0007635968,0.0002226148,0.00003319981,0.0004830091,0.0001532488,0.0611823,0.9170192,0.01020753,0.0005224165,0.008504629],"study_design_scores_gemma":[0.0001687652,0.0004508864,0.0006435188,0.00001006247,0.00003305928,0.00008760627,0.00005727814,0.4089756,0.5871665,0.001036798,0.001346017,0.0000238675],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842756,0.0002374724,0.008915327,0.0001532103,0.0000816407,0.00002964098,0.00005950833,0.00006131143,0.006186215],"genre_scores_gemma":[0.9958396,0.00009851991,0.00176792,0.00002626132,0.000006846885,0.00001076644,0.0000248658,0.00001164482,0.002213567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003009103,"threshold_uncertainty_score":0.01006645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01491415129267449,"score_gpt":0.2504581257799398,"score_spread":0.2355439744872653,"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."}}