{"id":"W4210428534","doi":"10.1002/lno.12029","title":"Marine phytoplankton resilience may moderate oligotrophic ecosystem responses and biogeochemical feedbacks to climate change","year":2022,"lang":"en","type":"article","venue":"Limnology and Oceanography","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Division of Graduate Education; Simons Foundation; Office of Science; National Aeronautics and Space Administration; U.S. Department of Energy; Division of Ocean Sciences; National Oceanic and Atmospheric Administration; National Science Foundation","keywords":"Phytoplankton; Biogeochemical cycle; Prochlorococcus; Environmental science; Ecosystem; Biomass (ecology); Biogeochemistry; Ecology; Climate change; Nutrient; Oceanography; Marine ecosystem; Primary producers; Productivity; Biology; Cyanobacteria; Synechococcus; Geology","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":[0.0003270332,0.0001906698,0.0002772985,0.0003338444,0.0005526222,0.0000533377,0.0001863118,0.00008279208,0.0004199202],"category_scores_gemma":[0.00001342713,0.0001724828,0.00005010488,0.0004446779,0.00009245829,0.0001244068,0.0002483238,0.0002359121,0.00002202437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002500907,"about_ca_system_score_gemma":0.00001327217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003905043,"about_ca_topic_score_gemma":0.001775639,"domain_scores_codex":[0.9984609,0.0002079911,0.0002323391,0.0004755757,0.0001543256,0.0004688856],"domain_scores_gemma":[0.9993998,0.0001119028,0.00007138161,0.0002090159,0.00001982887,0.0001880206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008203424,0.00001718914,0.9840063,0.00006483593,0.00002004673,0.00006348013,0.0002064007,0.00002982908,0.00004699457,0.0003693535,0.0001856009,0.01416956],"study_design_scores_gemma":[0.0008228368,0.001760566,0.9512162,0.00003703247,0.00004412304,0.0008266113,0.0008462017,0.005352646,0.0002909298,0.002071406,0.03609739,0.0006340538],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941307,0.00104166,0.000003360388,0.001099004,0.0002739897,0.0002773347,0.0006136906,0.00007069299,0.002489576],"genre_scores_gemma":[0.9980709,0.0006421495,0.0001305779,0.0008450251,0.00009137714,0.00002019246,0.0001183785,0.000005243285,0.00007614736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03591179,"threshold_uncertainty_score":0.7033646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01161872838087493,"score_gpt":0.2045793807359935,"score_spread":0.1929606523551185,"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."}}