{"id":"W2051396280","doi":"10.1175/jcli-d-13-00583.1","title":"Impacts of Parameterized Langmuir Turbulence and Nonbreaking Wave Mixing in Global Climate Simulations","year":2014,"lang":"en","type":"article","venue":"Journal of Climate","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":138,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Langmuir Turbulence; Mixed layer; Stratification (seeds); Mesoscale meteorology; Climatology; Boundary current; Turbulence; Geology; Environmental science; Climate model; Ocean dynamics; Atmospheric sciences; Meteorology; Oceanography; Ocean current; Physics; Climate change","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009467915,0.000718751,0.0006149813,0.0004337103,0.0004660207,0.001186159,0.001147729,0.001081476,0.0008940929],"category_scores_gemma":[0.003932687,0.0003936133,0.000833191,0.0005739054,0.0005760143,0.001109576,0.0008298316,0.0009848131,0.00008250141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001161097,"about_ca_system_score_gemma":0.00134223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03918918,"about_ca_topic_score_gemma":0.02666902,"domain_scores_codex":[0.9996093,0.0002023086,0.00003382226,0.00004349425,0.00004635872,0.00006467671],"domain_scores_gemma":[0.9986664,0.0005929917,0.0002147959,0.0002226283,0.0001735419,0.000129654],"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":[0.0001830828,0.000138301,0.01382714,0.00002263736,0.00007226112,0.00005964105,0.00002818227,0.9794635,0.002776577,0.0007228917,0.000145445,0.002560419],"study_design_scores_gemma":[0.00009857227,0.0001240474,0.003138339,0.000004788145,0.00002615812,0.000005467535,0.00002569122,0.9951324,0.001134622,0.0001504238,0.0001428204,0.00001664928],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934294,0.00008389049,0.003831766,0.0002044143,0.00002757191,0.00004928799,0.0002893503,0.0001498779,0.001934543],"genre_scores_gemma":[0.9980382,0.00002978621,0.001575018,0.00003907426,0.000005655289,0.00002019181,0.00009982179,0.0000164086,0.0001758584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03918918,"threshold_uncertainty_score":0.07792217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01087310612298141,"score_gpt":0.2409263593005074,"score_spread":0.230053253177526,"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."}}