{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005647702,0.00013151,0.0001090796,0.000631727,0.0002530171,0.0006446323,0.0001400173,0.0002536456,0.0007157731],"category_scores_gemma":[0.0007627982,0.00006710709,0.0001463203,0.0009650522,0.0004995951,0.0007244798,0.0006165637,0.0001613371,0.00008358256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000631755,"about_ca_system_score_gemma":0.0005763817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02122818,"about_ca_topic_score_gemma":0.05282678,"domain_scores_codex":[0.9998704,0.00002718931,0.00001404724,0.00003227628,0.00003353729,0.00002257403],"domain_scores_gemma":[0.9995996,0.00004035928,0.0002017641,0.00001443668,0.00007347277,0.00007028903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006715824,0.00001359067,0.9502677,0.0001845817,0.00007172846,0.000163783,0.001894939,0.0002731642,0.003023574,0.0007502389,0.0004199061,0.04286952],"study_design_scores_gemma":[7.338047e-7,0.00001601876,0.9959324,0.00003027236,0.000008265205,0.0000338612,0.001201281,0.00008460923,0.00007586963,0.0001687031,0.002444392,0.000003622967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913353,0.005611456,0.0000915246,0.0005793123,0.00001520447,0.000003220001,0.0003457865,0.000005919394,0.002012305],"genre_scores_gemma":[0.9947369,0.004193971,0.0002035622,0.00012275,0.0000164816,0.000003294764,0.00020661,0.000001439328,0.0005149505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02122818,"threshold_uncertainty_score":0.04220927,"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."}}