{"id":"W2129616058","doi":"10.1139/f08-022","title":"Long-term changes in phytoplankton composition in seven Canadian Shield lakes in response to multiple anthropogenic stressors","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Rural Development Administration; European Commission","keywords":"Phytoplankton; Diatom; Environmental science; Oceanography; Ecology; Algae; Biology; Nutrient; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002975565,0.0003238802,0.0004093451,0.0006719448,0.002456757,0.0006227173,0.000418671,0.0002807153,0.0003723662],"category_scores_gemma":[0.0007044395,0.0002566232,0.0002236766,0.00117703,0.0009379788,0.000237417,0.0006587903,0.0002609499,0.00005740593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01305746,"about_ca_system_score_gemma":0.006796083,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9589916,"about_ca_topic_score_gemma":0.9888405,"domain_scores_codex":[0.9996729,0.00001954014,0.0000114397,0.00005502945,0.0001304492,0.0001106077],"domain_scores_gemma":[0.9992082,0.00004016964,0.0001361983,0.00001747815,0.0004104159,0.0001876154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001832328,0.00002707353,0.9838831,0.00002962825,0.00008693367,0.0001504574,0.002348959,0.0003586808,0.008140776,0.00003913847,0.0002140481,0.004537935],"study_design_scores_gemma":[0.000001752417,0.00001002617,0.9992433,0.000001794621,0.000008039237,0.00001049505,0.0003467507,0.0001028888,0.0001113239,0.000003729384,0.0001565968,0.0000033155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996744,0.00004457936,0.0000221375,0.00001291912,7.25768e-7,0.000003518239,0.0001015452,0.00000113594,0.0001389954],"genre_scores_gemma":[0.9992431,0.00005950092,0.0001142207,0.00001870964,0.000001514847,0.000006258719,0.000285815,0.000001026969,0.000269747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04100841,"threshold_uncertainty_score":0.0947389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01795448082467305,"score_gpt":0.2251284775674415,"score_spread":0.2071739967427685,"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."}}