{"id":"W4417122924","doi":"10.1016/j.ancene.2025.100507","title":"Long-term trends in aquatic communities of mesotrophic lakes along a land-use gradient in eastern Canada","year":2025,"lang":"en","type":"article","venue":"Anthropocene","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; McGill University; Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement; National Science Foundation","keywords":"Trophic state index; Aquatic ecosystem; Nutrient; Eutrophication; Ecosystem; Phytoplankton","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0002675129,0.0001935015,0.0002506989,0.0010799,0.002425198,0.001031969,0.0006433422,0.0003502741,0.001990245],"category_scores_gemma":[0.0005813725,0.0001413336,0.0002510668,0.002415398,0.0006055612,0.0004084632,0.0007391403,0.0004212752,0.0001771078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01577188,"about_ca_system_score_gemma":0.01838002,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9933071,"about_ca_topic_score_gemma":0.9980395,"domain_scores_codex":[0.9998152,0.000008796371,0.000007928727,0.00003208769,0.00004040334,0.00009559764],"domain_scores_gemma":[0.9991511,0.00004097005,0.00008398775,0.00001221106,0.0004298014,0.0002819895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000087076,0.00002499616,0.9877918,0.0000390202,0.00004686552,0.00006844184,0.002278819,0.0001560906,0.0006643224,0.0001494437,0.0009472731,0.007745804],"study_design_scores_gemma":[0.000001114899,0.000004529749,0.9975273,0.00001079358,0.000006186233,0.00001038685,0.001744882,0.0000924383,0.00003431813,0.00001140374,0.0005534951,0.000003108658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969759,0.000397192,0.00003792052,0.0001842447,0.000006099237,0.000006971541,0.001391727,0.000004157386,0.0009958425],"genre_scores_gemma":[0.9958488,0.0005329735,0.00009806291,0.00005860738,0.000004845375,0.000006895289,0.0008755837,0.00000287689,0.002571229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01577188,"threshold_uncertainty_score":0.1144335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01364339470122608,"score_gpt":0.2451525419653101,"score_spread":0.231509147264084,"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."}}