{"id":"W3041300762","doi":"10.5194/egusphere-egu2020-2035","title":"A DNS-based Turbulence Parametrization for Global Climate Models: Doubly Diffusive Convection","year":2020,"lang":"en","type":"article","venue":"","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adenylate kinase; Ampere; Chemistry; Adenosine monophosphate; Endocrinology; Biology; Enzyme; Physics; Biochemistry; Thermodynamics; Current (fluid)","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":[0.000416356,0.0009858932,0.0006122035,0.0004477683,0.0005683778,0.001132323,0.001428969,0.001227882,0.003560259],"category_scores_gemma":[0.001469504,0.0004333611,0.0008408737,0.0007813206,0.0006334158,0.0008982372,0.001153922,0.001473804,0.001050195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001118448,"about_ca_system_score_gemma":0.0009431154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01823074,"about_ca_topic_score_gemma":0.01146588,"domain_scores_codex":[0.9998716,0.00003975841,0.00001592146,0.00002445707,0.00002846078,0.00001973258],"domain_scores_gemma":[0.9997522,0.00005186645,0.00003358575,0.00005644275,0.00006639706,0.00003944332],"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":[0.00008938679,0.00008767737,0.0036457,0.00008187876,0.00004118842,0.0001192839,0.00009238559,0.9557275,0.006235341,0.02178633,0.004072086,0.008021365],"study_design_scores_gemma":[0.00002921088,0.00001029736,0.0008811721,0.0000110802,0.000007323009,0.0000148183,0.00001500296,0.9905279,0.0007554328,0.002517326,0.005212089,0.00001842887],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.361723,0.002286128,0.5399214,0.002051634,0.001252924,0.0005497065,0.02301733,0.004628139,0.06456973],"genre_scores_gemma":[0.9172474,0.0007075238,0.06647192,0.0002704646,0.0001607387,0.0005854953,0.005502754,0.001153798,0.007899926],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01823074,"threshold_uncertainty_score":0.03624922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02904103493124088,"score_gpt":0.2182339134362475,"score_spread":0.1891928785050067,"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."}}