{"id":"W4406877225","doi":"10.1111/1462-2920.70037","title":"Water Quality and Land Use Shape Bacterial Communities Across 621 Canadian Lakes","year":2025,"lang":"en","type":"article","venue":"Environmental Microbiology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Concordia University","funders":"","keywords":"Urbanization; Community structure; Water quality; Eutrophication; Agriculture; Land cover; Land use; Species richness; Ecology; Agricultural land; Geography; Environmental science; Biology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002407939,0.000386502,0.0003907275,0.001075089,0.001509864,0.001125451,0.0003639761,0.0002620863,0.001038632],"category_scores_gemma":[0.0008154666,0.0002779019,0.00035206,0.002125816,0.0009142403,0.0003359391,0.0008583038,0.0002199865,0.000119094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006361469,"about_ca_system_score_gemma":0.007056705,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9489421,"about_ca_topic_score_gemma":0.9770174,"domain_scores_codex":[0.9995491,0.00003812266,0.00001274902,0.00008291088,0.0001296339,0.0001874292],"domain_scores_gemma":[0.999518,0.00004099033,0.00007209508,0.00001448904,0.0002510033,0.0001033581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003656512,0.00004864567,0.9455264,0.0001244726,0.0001768274,0.0001023786,0.002949006,0.0009270511,0.03335347,0.0002021733,0.000489715,0.01573425],"study_design_scores_gemma":[0.00000165521,0.00001281152,0.9984542,0.000004087844,0.00001287476,0.000008476691,0.0006713853,0.0002652444,0.0002480933,0.00002076806,0.000295155,0.000005248725],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984848,0.0001828706,0.0001230934,0.00003217108,0.000001344088,0.00001065251,0.0003584468,0.000004613086,0.0008020586],"genre_scores_gemma":[0.9987319,0.0001751467,0.00023716,0.00002441492,8.723537e-7,0.000006415789,0.0003663267,0.000003481687,0.0004543618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05105793,"threshold_uncertainty_score":0.1027172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01683762404418792,"score_gpt":0.2401388643319514,"score_spread":0.2233012402877634,"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."}}