{"id":"W343043140","doi":"10.1023/a:1017553112643","title":"Diatoms and their relationship to environmental variables from lakes and ponds on Bathurst Island, Nunavut, Canadian High Arctic","year":2001,"lang":"en","type":"article","venue":"Hydrobiologia","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":63,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; University of Toronto","funders":"Connaught Fund; University of Toronto","keywords":"Diatom; Arctic; Sediment; Environmental science; Ecology; Nutrient; Taxon; Oceanography; Paleolimnology; Proxy (statistics); Multivariate statistics; Physical geography; Geology; Biology; Geography; Statistics","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":[0.0002663841,0.0002564603,0.0003970778,0.001447818,0.004426961,0.001308368,0.0006822242,0.0003474125,0.0007214188],"category_scores_gemma":[0.00089492,0.0003590923,0.0002353758,0.002900761,0.001094787,0.0003602595,0.0009567632,0.0004602991,0.000136096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01135834,"about_ca_system_score_gemma":0.00666232,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9777154,"about_ca_topic_score_gemma":0.9938927,"domain_scores_codex":[0.9996626,0.00002470787,0.00002273226,0.00007374662,0.0001076839,0.0001084403],"domain_scores_gemma":[0.9992676,0.00005971043,0.00008727402,0.00001505561,0.0004309855,0.0001392607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002167202,0.00003445947,0.9847516,0.00004377424,0.00005876828,0.0001756176,0.005490211,0.0002197777,0.003513231,0.00009394126,0.0003079534,0.005094034],"study_design_scores_gemma":[0.000002888886,0.000008311052,0.9967526,0.000006550963,0.00001225403,0.00003551289,0.002408137,0.00009728895,0.000236383,0.00001518044,0.0004195184,0.000005328954],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987055,0.0001437044,0.00004348618,0.00002355155,0.000002802661,0.000008790035,0.0004869135,0.000001878323,0.0005834131],"genre_scores_gemma":[0.997982,0.0001838323,0.0001777331,0.00003343519,0.000001898029,0.00001110857,0.0006557811,0.000003048185,0.0009511314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02228463,"threshold_uncertainty_score":0.08241099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01200177536627714,"score_gpt":0.1911969628235984,"score_spread":0.1791951874573213,"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."}}