{"id":"W4401120099","doi":"10.1029/2022rg000781","title":"Closing the Loops on Southern Ocean Dynamics: From the Circumpolar Current to Ice Shelves and From Bottom Mixing to Surface Waves","year":2024,"lang":"en","type":"article","venue":"Reviews of Geophysics","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Environment and Climate Change Canada","funders":"Australian Research Council; Natural Environment Research Council; Australian Academy of Science; Sight Research UK","keywords":"Circumpolar star; Ocean current; Context (archaeology); Earth system science; Oceanography; Geology; Climatology; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003446886,0.0002081493,0.0003221635,0.000008288826,0.0001960225,0.0001851604,0.0004015767,0.00003195752,0.00007245089],"category_scores_gemma":[0.00006529229,0.0001086203,0.0001167807,0.0004666623,0.00008317379,0.0001265249,0.00004071779,0.000232772,0.0002267483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004268731,"about_ca_system_score_gemma":0.0000379309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002076187,"about_ca_topic_score_gemma":0.0004206525,"domain_scores_codex":[0.9987552,0.0001281747,0.0002973664,0.0003531305,0.0002439509,0.0002221746],"domain_scores_gemma":[0.9987633,0.0006888396,0.00008845377,0.0003344577,0.00002711154,0.0000978371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002195158,0.00002740495,0.07814641,0.0002875301,0.00008779116,0.000002821872,0.006777596,0.0004781712,0.00008227208,0.0002723582,0.001435642,0.91238],"study_design_scores_gemma":[0.0004420519,0.0006284764,0.2689893,0.01156726,0.0009440223,0.000004707037,0.01169474,0.05525862,0.0003084219,0.04305457,0.6050743,0.002033571],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8535483,0.1433263,0.000492683,0.001231665,0.0003471326,0.0003408025,0.0005411027,0.00003080608,0.0001412098],"genre_scores_gemma":[0.9830487,0.01419841,0.001239763,0.0009566153,0.000419011,8.472271e-7,0.00009173164,0.00001238869,0.0000324865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9103465,"threshold_uncertainty_score":0.4429406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0152410410197405,"score_gpt":0.2355820381742691,"score_spread":0.2203409971545286,"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."}}