{"id":"W4211022855","doi":"10.3389/fmicb.2021.786094","title":"Freshwater Microbial Eukaryotic Core Communities, Open-Water and Under-Ice Specialists in Southern Victoria Island Lakes (Ekaluktutiak, NU, Canada)","year":2022,"lang":"en","type":"article","venue":"Frontiers in Microbiology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi; Center for Northern Studies; Université Laval","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada; Canada First Research Excellence Fund; ArcticNet; Compute Canada; Polar Knowledge Canada","keywords":"Ecology; Shelf ice; Arctic; Salvelinus; Bay; Lake ecosystem; Biogeochemical cycle; Sea ice; Geography; Oceanography; Ecosystem; Fishery; Biology; Arctic ice pack; Fish <Actinopterygii>; Geology; Trout; Antarctic sea ice","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002130011,0.0003070848,0.0003333033,0.001468814,0.002253721,0.001129514,0.0005736161,0.0002421356,0.0006397711],"category_scores_gemma":[0.0004889328,0.000309088,0.0002075157,0.002441485,0.000814622,0.0002842677,0.001014115,0.0002151676,0.000111756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009553807,"about_ca_system_score_gemma":0.006405943,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9426798,"about_ca_topic_score_gemma":0.9822245,"domain_scores_codex":[0.9996642,0.00001601885,0.00002382263,0.00009364127,0.00007148366,0.000130764],"domain_scores_gemma":[0.9996662,0.00001792724,0.00006102007,0.000008762635,0.0001241338,0.0001219565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000175113,0.0000451817,0.9658751,0.0001034412,0.00004367362,0.000238377,0.01079126,0.0002307725,0.01399023,0.0001217128,0.000200053,0.008185158],"study_design_scores_gemma":[0.000001677544,0.00001132105,0.9975179,0.00001008146,0.000006785837,0.00002584569,0.001966363,0.00009899721,0.0001222929,0.000008179421,0.0002270059,0.000003463507],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992604,0.0001029747,0.00002358617,0.000007405231,4.503103e-7,0.00001027011,0.0002667025,0.000001463733,0.0003267938],"genre_scores_gemma":[0.998499,0.0001221426,0.0002039274,0.00002071102,8.203454e-7,0.00001733669,0.0004983095,0.000002052199,0.0006355661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05732018,"threshold_uncertainty_score":0.1153154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01183236486424735,"score_gpt":0.2023603997593871,"score_spread":0.1905280348951398,"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."}}