{"id":"W2904400808","doi":"10.1039/c8re00208h","title":"Inflow boundary conditions determine T-mixer efficiency","year":2018,"lang":"en","type":"article","venue":"Reaction Chemistry & Engineering","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Particle Physics","funders":"Deutsche Forschungsgemeinschaft","keywords":"Inflow; Boundary value problem; Reynolds number; Simple (philosophy); Boundary (topology)","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":[0.00005342239,0.0001914919,0.0001329087,0.00005355291,0.00008282607,0.00004882453,0.0001099038,0.0001112641,0.0001901733],"category_scores_gemma":[0.00002809009,0.0002230717,0.00006733507,0.0001887406,0.00003562014,0.0001463394,0.00002072614,0.0002048132,0.0001033174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001308931,"about_ca_system_score_gemma":0.00001614579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003457694,"about_ca_topic_score_gemma":7.459726e-7,"domain_scores_codex":[0.9991959,0.000001649775,0.0002061563,0.0001786716,0.0001339519,0.0002837121],"domain_scores_gemma":[0.9995499,0.00002339212,0.0000194307,0.0002497629,0.00004928758,0.0001082283],"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":[0.000001719268,0.00001540184,0.00003356021,0.00007725581,0.00002722975,0.000006426058,0.00003207075,0.06770898,0.9310412,0.00004338636,0.0004476885,0.0005650248],"study_design_scores_gemma":[0.0001893203,0.000009989022,0.0005968534,0.00004630558,0.00001587891,0.00006547275,0.000003703297,0.8047276,0.1429558,0.00001150415,0.05110372,0.0002738525],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827479,0.0001512767,0.005889659,0.0000177141,0.0008495032,0.00007295542,0.00002134702,0.0008739014,0.009375724],"genre_scores_gemma":[0.9984006,0.00003565095,0.0004097761,0.00001046426,0.0006311066,0.00002191876,0.00005805169,0.00005173153,0.0003807139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7880855,"threshold_uncertainty_score":0.9096599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004455139589076538,"score_gpt":0.1949334673033219,"score_spread":0.1904783277142453,"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."}}