{"id":"W2998946534","doi":"10.1002/cjce.23704","title":"The liquid‐gas mass transfer coefficient in open channel flow is correlated to the turbulent kinetic energy at the interface","year":2020,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agence Nationale de la Recherche","keywords":"Mass transfer coefficient; Mass transfer; Kinetic energy; Turbulence; Turbulence kinetic energy; Thermodynamics; Mechanics; Chemistry; Computational fluid dynamics; Open-channel flow; Flow (mathematics); Physics; Classical mechanics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000344819,0.0001842849,0.0001924801,0.00004528515,0.0001289572,0.0001610716,0.001188413,0.00006668962,0.00003294069],"category_scores_gemma":[0.00007596319,0.0000943366,0.00009145818,0.0003350136,0.00004350762,0.00004176515,0.00006645562,0.0005729228,0.000008077911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003478092,"about_ca_system_score_gemma":0.00009448685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000751668,"about_ca_topic_score_gemma":0.001673128,"domain_scores_codex":[0.9988958,0.00002274786,0.0003674754,0.0001090321,0.0001794408,0.0004254685],"domain_scores_gemma":[0.9992036,0.0001330915,0.00002220131,0.0002248664,0.00004772887,0.0003684778],"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":[0.00002809087,0.000001495938,4.860218e-7,0.000007075063,0.00004482201,0.00001869677,0.002383521,0.9692355,0.02551741,0.0001490867,0.002308019,0.0003058412],"study_design_scores_gemma":[0.0002306831,0.00004220744,0.000004112181,0.00009457354,0.0000201683,0.00006049136,0.00006616233,0.93225,0.03977265,0.0000110452,0.02731213,0.0001358177],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8079179,0.007205371,0.09560948,0.08655195,0.001591049,0.0006543475,0.00003775235,0.00005013073,0.0003820494],"genre_scores_gemma":[0.9987055,0.00004472872,0.00003530772,0.0009681618,0.0001423636,0.00001129046,0.000001227256,0.00004408284,0.00004730381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1907877,"threshold_uncertainty_score":0.3846935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006894408192012875,"score_gpt":0.1788405841479542,"score_spread":0.1719461759559414,"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."}}