{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001360103,0.0001267292,0.0002679914,0.0001130997,0.00004816754,0.00001333673,0.0002074204,0.0000439301,0.0002681928],"category_scores_gemma":[0.00001010361,0.0001167084,0.00002918997,0.0004146574,0.000158552,0.0001002088,0.0001028815,0.0001186382,0.000005453518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002422612,"about_ca_system_score_gemma":0.00004777776,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8986734,"about_ca_topic_score_gemma":0.997391,"domain_scores_codex":[0.9989947,0.00009453083,0.0003661331,0.0001346034,0.0001795183,0.0002305212],"domain_scores_gemma":[0.9994918,0.00009970487,0.0000866166,0.0002818542,0.000003709827,0.00003629513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001181302,0.00008574004,0.9949659,0.00003805465,0.000009302609,0.00003391905,0.0004558415,0.0008389247,0.000008573582,0.0001099259,0.00008995741,0.003352117],"study_design_scores_gemma":[0.0004722211,0.00003504015,0.981015,0.0002204444,0.000008328108,0.000002377363,0.0003966822,0.01754931,0.00004540452,0.00006691147,0.00007035485,0.0001179639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976171,0.0001367973,0.00005371366,0.0001885744,0.0001502293,0.00009597238,0.00002249192,0.000006331637,0.001728768],"genre_scores_gemma":[0.9994102,0.00007189402,0.00005077308,0.00007310573,0.000005385402,0.000008756752,0.00003322183,0.000007431756,0.0003392406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09871768,"threshold_uncertainty_score":0.475923,"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."}}