{"id":"W4283023661","doi":"10.3389/fevo.2021.624692","title":"Status, Change, and Futures of Zooplankton in the Southern Ocean","year":2022,"lang":"en","type":"article","venue":"Frontiers in Ecology and Evolution","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tula Foundation; Fisheries and Oceans Canada; University of British Columbia","funders":"British Antarctic Survey; Natural Environment Research Council; Agencia Nacional de Investigación y Desarrollo; Fondo de Financiamiento de Centros de Investigación en Áreas Prioritarias; European Commission; Sight Research UK; Serono Symposia International Foundation; UK Research and Innovation","keywords":"Euphausia; Zooplankton; Trophic level; Food web; Krill; Marine ecosystem; Ecology; Ecosystem; Biomass (ecology); Antarctic krill; Copepod; Primary producers; Apex predator; Biology; Pelagic zone; Fishery; Oceanography; Phytoplankton; Crustacean","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":[0.0003336954,0.00003459303,0.00006484011,0.00004751593,0.0001060363,0.00000270999,0.00006998122,0.00003087376,0.000264401],"category_scores_gemma":[0.00001336211,0.00002814803,0.000006062087,0.0001263304,0.0001653675,0.0000483337,0.0001525768,0.0001407413,6.588978e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000725779,"about_ca_system_score_gemma":0.00000505845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001232251,"about_ca_topic_score_gemma":0.002141457,"domain_scores_codex":[0.9994692,0.0001356353,0.00007000416,0.0001008932,0.00007882573,0.0001454974],"domain_scores_gemma":[0.9998896,0.00001754122,0.00002112539,0.00005640419,0.000001052841,0.00001425936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004948186,0.00002736208,0.9866259,0.00000400416,0.00000153138,0.00000283093,0.003227175,0.00002519759,0.000005221453,0.00005413485,0.003877569,0.006099622],"study_design_scores_gemma":[0.0002000097,0.0001027599,0.9794001,3.595145e-7,0.000001492084,0.00000352618,0.009095656,0.001160055,4.574885e-7,0.001468643,0.008536511,0.00003041266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954329,0.0001675727,0.0000136728,0.0003596935,0.000104554,0.0001369096,0.000008797181,0.00000197801,0.00377388],"genre_scores_gemma":[0.9994364,0.0001318844,0.0001058439,0.00009816475,0.00001100961,0.00002176118,0.000006705956,0.000001823675,0.0001864251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007225753,"threshold_uncertainty_score":0.2895006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01026186977024173,"score_gpt":0.2105767166422828,"score_spread":0.200314846872041,"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."}}