{"id":"W3111087548","doi":"10.3389/fmars.2020.547188","title":"Global Drivers on Southern Ocean Ecosystems: Changing Physical Environments and Anthropogenic Pressures in an Earth System","year":2020,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":146,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Fondo de Financiamiento de Centros de Investigación en Áreas Prioritarias; Natural Environment Research Council; U.S. Department of Agriculture; Agencia Nacional de Investigación y Desarrollo; Sight Research UK; National Institute of Food and Agriculture; National Science Foundation","keywords":"Oceanography; Environmental science; Marine ecosystem; Cryosphere; Lead (geology); Sea ice; Ecosystem; Ice sheet; Iceberg; Geology; Climatology; Ecology","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":[0.0003517428,0.0002329159,0.0001702689,0.000726447,0.0002861423,0.001372772,0.000133796,0.0002217891,0.004851013],"category_scores_gemma":[0.0007768198,0.00006313647,0.0002461061,0.001633318,0.000283244,0.0008018516,0.0008037343,0.00020004,0.0002723275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006767652,"about_ca_system_score_gemma":0.0005874254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009013359,"about_ca_topic_score_gemma":0.01433307,"domain_scores_codex":[0.9998983,0.00002793317,0.000007899559,0.00001327945,0.00002910932,0.00002355615],"domain_scores_gemma":[0.9995838,0.00006710016,0.000147026,0.00001647261,0.00009675609,0.00008886937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005918488,0.00002773546,0.92071,0.0003443936,0.0002473418,0.0003931009,0.0008098782,0.004827898,0.001574289,0.00480978,0.00936561,0.05683084],"study_design_scores_gemma":[0.00000370704,0.00006923413,0.9700052,0.00006474432,0.00007563208,0.00009410419,0.001819147,0.001396052,0.000193958,0.001877726,0.02438799,0.00001255557],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9402056,0.007115131,0.001325003,0.009351112,0.0004816893,0.000044025,0.005299898,0.0001238382,0.03605365],"genre_scores_gemma":[0.9905376,0.004563775,0.0005208905,0.0004223438,0.0002242042,0.00001162463,0.0008821258,0.00001807703,0.002819319],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.009013359,"threshold_uncertainty_score":0.01792181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005868700711857409,"score_gpt":0.1932184823896118,"score_spread":0.1873497816777543,"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."}}