{"id":"W2587723629","doi":"10.3389/fmars.2017.00016","title":"Seasonal and Interannual Changes in Ciliate and Dinoflagellate Species Assemblages in the Arctic Ocean (Amundsen Gulf, Beaufort Sea, Canada)","year":2017,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Division of Ocean Sciences; Fonds de recherche du Québec – Nature et technologies; Networks of Centres of Excellence of Canada; Natural Sciences and Engineering Research Council of Canada; Fisheries and Oceans Canada; Canada Excellence Research Chairs, Government of Canada","keywords":"Dinoflagellate; Phytoplankton; Ciliate; Arctic; Biology; Ecology; Oceanography; Food web; Peridinin; Predation; Nutrient","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001034711,0.0001144162,0.0001735683,0.00007603646,0.0004304677,0.00007335141,0.0008856096,0.0000411309,0.0001048124],"category_scores_gemma":[0.0001516307,0.00009187554,0.000008451089,0.0001907378,0.001612547,0.0002796435,0.001322824,0.0003091364,9.82857e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001853842,"about_ca_system_score_gemma":0.00004255323,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1344228,"about_ca_topic_score_gemma":0.856225,"domain_scores_codex":[0.998943,0.0001285836,0.0001206804,0.0002860686,0.0001674821,0.0003542262],"domain_scores_gemma":[0.99946,0.00008031922,0.00006630495,0.0003369113,0.000005279961,0.00005119248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001948026,0.00001937783,0.9945742,0.000007285755,0.000001370929,0.00001928084,0.0008293763,0.00003745866,0.0005091153,0.0000270772,0.001738164,0.002217839],"study_design_scores_gemma":[0.0002051531,0.00004004602,0.9955409,0.00001436203,0.000001925784,0.000008257225,0.0007545207,0.000498678,0.00006456812,0.001894615,0.0008691137,0.0001079244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943545,0.00002035367,0.00000183263,0.001734844,0.000387907,0.0001346912,0.000004511634,0.000002658706,0.003358692],"genre_scores_gemma":[0.9986862,0.0001131382,0.0004115448,0.0003676908,0.0000158502,0.000003231798,0.00000360684,0.000003168946,0.0003956007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7218022,"threshold_uncertainty_score":0.8713412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008816542889820273,"score_gpt":0.2175895534529141,"score_spread":0.2087730105630938,"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."}}