{"id":"W4378575664","doi":"10.1029/2023ms003751","title":"Representing Eddy Diffusion in the Surface Boundary Layer of Ocean Models With General Vertical Coordinates","year":2023,"lang":"en","type":"article","venue":"Journal of Advances in Modeling Earth Systems","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hewlett-Packard (Canada)","funders":"National Science Foundation","keywords":"Mesoscale meteorology; Geology; Advection; Boundary current; Ocean general circulation model; Ocean current; Stratification (seeds); Eddy; Boundary layer; Geophysics; Mechanics; Meteorology; Turbulence; Climatology; Physics; Oceanography","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":[0.0005679495,0.0009761159,0.0004418746,0.0004190844,0.0003134915,0.0008913819,0.0006981731,0.000756506,0.0005503215],"category_scores_gemma":[0.001268639,0.0004043248,0.000605922,0.0003475374,0.0005014887,0.0005917281,0.0007270371,0.000524875,0.0001116408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008730191,"about_ca_system_score_gemma":0.0006331134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03286254,"about_ca_topic_score_gemma":0.01638366,"domain_scores_codex":[0.9998885,0.0000511588,0.000008410863,0.00001816197,0.00001845579,0.00001517995],"domain_scores_gemma":[0.9996501,0.0001428681,0.00007671558,0.00004149707,0.00005916633,0.00002961267],"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":[0.0000458901,0.00001490327,0.001630787,0.00001181893,0.000018736,0.00003390093,0.00002023063,0.9931444,0.001851531,0.001344669,0.00007418782,0.001808901],"study_design_scores_gemma":[0.000007714521,0.000008256008,0.0001447319,0.000001377664,0.000002319025,0.000001559154,0.000002898101,0.9992884,0.0002041297,0.0002667331,0.0000696748,0.00000224564],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7339839,0.0004716632,0.2609715,0.0002164416,0.0001009976,0.00005895835,0.0003762747,0.0009409384,0.002879289],"genre_scores_gemma":[0.9512213,0.0001402149,0.04727311,0.00004257306,0.00001893804,0.00004770358,0.0002492878,0.00008620162,0.000920596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03286254,"threshold_uncertainty_score":0.06534255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01995836263145851,"score_gpt":0.2461701765209899,"score_spread":0.2262118138895313,"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."}}