{"id":"W4409011848","doi":"10.1175/jpo-d-24-0027.1","title":"An Energy- and Enstrophy-Constrained Parameterization of Barotropic Eddy Potential Vorticity Fluxes","year":2025,"lang":"en","type":"article","venue":"Journal of Physical Oceanography","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Environment Research Council; Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Barotropic fluid; Enstrophy; Potential vorticity; Vorticity; Baroclinity; Eddy; Geology; Physics; Climatology; Meteorology; Vortex; Turbulence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00009696505,0.0001434485,0.0003514311,0.0001313193,0.00008790255,0.00005131846,0.0001982417,0.00005240814,0.00004072326],"category_scores_gemma":[0.00002666579,0.0001065144,0.000207827,0.0007058148,0.000342511,0.000408571,0.000008360185,0.0001139995,1.827145e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001207386,"about_ca_system_score_gemma":0.00007214295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000021702,"about_ca_topic_score_gemma":0.000007880711,"domain_scores_codex":[0.998942,0.00007439938,0.0003930398,0.0001480112,0.0002646993,0.00017788],"domain_scores_gemma":[0.9992036,0.00008629103,0.000312264,0.000106179,0.0001603107,0.0001313095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004137199,0.0005945326,0.8449084,0.0001756633,0.000427617,0.00003051085,0.0002179854,0.004591244,0.01336901,0.003316087,0.0001238693,0.1318313],"study_design_scores_gemma":[0.001848744,0.004129012,0.8789467,0.0002670806,0.0005454883,0.00004207702,0.0005394869,0.06589667,0.01141652,0.03533449,0.0005732566,0.000460498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842657,0.0005106909,0.01469507,0.0000610571,0.000157267,0.00004008497,0.0000169762,0.0000120333,0.0002410685],"genre_scores_gemma":[0.9966774,0.0001451777,0.002925023,0.00008887277,0.0001465029,1.103472e-7,0.00000783294,0.00000251764,0.000006573059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1313708,"threshold_uncertainty_score":0.4343529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002984865940419437,"score_gpt":0.2018136815938286,"score_spread":0.1988288156534092,"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."}}