{"id":"W3175341826","doi":"10.1111/fwb.13783","title":"First circumpolar assessment of Arctic freshwater phytoplankton and zooplankton diversity: Spatial patterns and environmental factors","year":2021,"lang":"en","type":"article","venue":"Freshwater Biology","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Center for Northern Studies; University of New Brunswick; Université du Québec à Chicoutimi; Environment and Climate Change Canada","funders":"Russian Foundation for Basic Research","keywords":"Zooplankton; Circumpolar star; Phytoplankton; Arctic; Ecology; The arctic; Geography; Oceanography; Environmental science; Diversity (politics); Fishery; Biology; Geology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000655847,0.0003125669,0.0002273232,0.001329554,0.0005583014,0.0007394024,0.0001209631,0.0001798516,0.0007890388],"category_scores_gemma":[0.0005363646,0.0001493906,0.0002752358,0.001394448,0.000133887,0.0002735273,0.0004711818,0.0001382447,0.0002038672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003891631,"about_ca_system_score_gemma":0.0003621629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04965683,"about_ca_topic_score_gemma":0.1032681,"domain_scores_codex":[0.9998211,0.00005056063,0.00001696524,0.00004302802,0.00003687475,0.00003156393],"domain_scores_gemma":[0.9992185,0.0001030085,0.0002136491,0.00003416772,0.0002784634,0.0001521297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000488843,0.000009040737,0.9954269,0.00001462656,0.00004113841,0.00002132414,0.0001781652,0.0002123399,0.0007817621,0.00001522219,0.0001068447,0.003143745],"study_design_scores_gemma":[5.526372e-7,0.00001119831,0.9991826,0.000005175735,0.000008290227,0.00001261431,0.0002941414,0.0002249177,0.00006346116,0.000005684237,0.0001903433,9.87567e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977524,0.0002763766,0.0001850216,0.00001583145,0.000002688374,0.000005565694,0.00108459,0.000006638407,0.0006709998],"genre_scores_gemma":[0.9973909,0.0002273392,0.0005578804,0.00001042113,0.000006373467,0.00001219192,0.001528708,0.000002288384,0.0002639015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04965683,"threshold_uncertainty_score":0.09873563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00897175852770272,"score_gpt":0.2146988841225984,"score_spread":0.2057271255948957,"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."}}