{"id":"W2988778168","doi":"10.1016/j.cell.2019.10.008","title":"Global Trends in Marine Plankton Diversity across Kingdoms of Life","year":2019,"lang":"en","type":"article","venue":"Cell","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":512,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Fonds Français pour l'Environnement Mondial; Prince Albert II of Monaco Foundation; Institut Universitaire de France; Centre National de la Recherche Scientifique; Ministerio de Economía y Competitividad; European Commission; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; National Aeronautics and Space Administration; Canada Foundation for Innovation; Fondation Tara Océan; King Abdullah University of Science and Technology; European Molecular Biology Laboratory; Région Bretagne; Voice Foundation; Harvard University; Agence Nationale de la Recherche; Ocean Foundation; European Research Council; Gordon and Betty Moore Foundation; National Science Foundation","keywords":"Plankton; Biology; Ecology; Marine ecosystem; Ecosystem; Marine life; Archaea; Diversity (politics); Temperate climate; Biodiversity; Oceanography; Bacteria; Paleontology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001773174,0.0001642426,0.0001606882,0.001154845,0.0003114535,0.000532466,0.0001404725,0.0002395107,0.005915918],"category_scores_gemma":[0.0005018354,0.00008844087,0.0001789708,0.001847105,0.0001972582,0.0004983791,0.0004317171,0.000433265,0.0008834359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002199555,"about_ca_system_score_gemma":0.0001523015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008028371,"about_ca_topic_score_gemma":0.01679022,"domain_scores_codex":[0.9999192,0.000007096139,0.000003464277,0.0000337476,0.00001621011,0.00002031282],"domain_scores_gemma":[0.999535,0.00006861818,0.0001644281,0.0000245409,0.0001122374,0.0000952314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003492357,0.00002071401,0.8218718,0.0003240889,0.0001672862,0.0001764397,0.001316537,0.0004406462,0.07387439,0.0009672547,0.0119218,0.08856973],"study_design_scores_gemma":[0.000002234042,0.00002677438,0.993295,0.00001807552,0.00001895371,0.00008402325,0.0005603933,0.0002232919,0.0007755829,0.0002575708,0.004731609,0.0000063877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965327,0.004415944,0.00149181,0.0009161033,0.00005636461,0.00001098621,0.02022516,0.0001544882,0.007402071],"genre_scores_gemma":[0.9772291,0.003110849,0.002867092,0.0003250196,0.00005748883,0.00002447137,0.01300829,0.00004489432,0.003332875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008028371,"threshold_uncertainty_score":0.01979071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01137499328713214,"score_gpt":0.2287489898235072,"score_spread":0.217373996536375,"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."}}