{"id":"W1979559202","doi":"10.1046/j.1529-8817.2003.02153.x","title":"PERIPHYTIC DIATOM ASSEMBLAGES FROM ULTRA‐OLIGOTROPHIC AND UV TRANSPARENT LAKES AND PONDS ON VICTORIA ISLAND AND COMPARISONS WITH OTHER DIATOM SURVEYS IN THE CANADIAN ARCTIC<sup>1</sup>","year":2003,"lang":"en","type":"article","venue":"Journal of Phycology","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto","funders":"","keywords":"Diatom; Arctic; Biology; Ecology; Nitzschia; Habitat; Moss; Benthic zone; Latitude; Sediment; Navicula; Taxon; Algae; Oceanography; Phytoplankton; Geography; Geology; Nutrient","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001655213,0.0001657642,0.0004019046,0.0002000518,0.000187184,0.0002050952,0.0001660218,0.00009701971,0.0002312741],"category_scores_gemma":[0.00009896254,0.0001002957,0.00002778167,0.0001404429,0.0002546787,0.0001305247,0.000008354785,0.0003352039,0.000002969357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000665738,"about_ca_system_score_gemma":0.0002816588,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01118785,"about_ca_topic_score_gemma":0.2297852,"domain_scores_codex":[0.997768,0.001074875,0.0002817964,0.0002155097,0.0002749285,0.0003848992],"domain_scores_gemma":[0.9987609,0.0006671395,0.0001239899,0.0001305277,0.00007748142,0.0002399198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001898374,0.000285879,0.9709827,0.00005792837,0.00009990515,0.0003056507,0.006365804,0.0005169825,0.01871964,0.001590627,0.0003520287,0.0005330316],"study_design_scores_gemma":[0.00185958,0.0009724639,0.9913227,0.00007742774,0.00005313452,0.0001875059,0.001093078,0.0001832925,0.001135642,0.0006957579,0.002222593,0.0001968251],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976565,0.0007639677,0.00004407296,0.0008426199,0.00009457754,0.0001406338,0.00004814228,0.000002877093,0.0004065699],"genre_scores_gemma":[0.9993894,0.0002122559,0.00007345445,0.0001916672,0.00010027,0.000006415381,0.000001309779,0.00001467303,0.00001061957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2185974,"threshold_uncertainty_score":0.9953967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02321316104115874,"score_gpt":0.2727757085958942,"score_spread":0.2495625475547354,"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."}}