{"id":"W3202471281","doi":"10.3390/microorganisms9102097","title":"Bioavailable Nutrients (N and P) and Precipitation Patterns Drive Cyanobacterial Blooms in Missisquoi Bay, Lake Champlain","year":2021,"lang":"en","type":"article","venue":"Microorganisms","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; National Research Council Canada; McGill University","funders":"Government of Canada; Genome Canada","keywords":"Eutrophication; Environmental science; Nutrient; Bay; Algal bloom; Microcystis; Bloom; Surface runoff; Ecosystem; Precipitation; Surface water; Aquatic ecosystem; Hydrology (agriculture); Population; Oceanography; Ecology; Cyanobacteria; Phytoplankton; Biology; Environmental engineering; Geography; Geology","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":[0.0002299871,0.0003326468,0.0003090733,0.0008983266,0.001521848,0.0006542678,0.0006473659,0.0004096922,0.001256956],"category_scores_gemma":[0.0004752824,0.0003434774,0.0002467289,0.001168237,0.0005254859,0.0003873498,0.0007303426,0.0003693406,0.0001585233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006600131,"about_ca_system_score_gemma":0.00474192,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8247616,"about_ca_topic_score_gemma":0.9353387,"domain_scores_codex":[0.9997141,0.00001779471,0.0000163941,0.00008903791,0.00009991134,0.00006272514],"domain_scores_gemma":[0.9990552,0.00005756733,0.0002624054,0.00002044844,0.0004226579,0.0001817369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001216287,0.00006025314,0.9680982,0.00004830057,0.00003781284,0.0002483548,0.001097022,0.0003413962,0.02480213,0.00003357086,0.0009718532,0.004139396],"study_design_scores_gemma":[0.000002898811,0.00001450243,0.9982557,0.000006079887,0.000005811331,0.00001728672,0.0005831092,0.0004578378,0.0003768034,0.000005551941,0.0002690429,0.00000529057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981064,0.00008381596,0.00004507006,0.0001348021,0.000002606576,0.0000197982,0.0006302164,0.0000161611,0.0009611293],"genre_scores_gemma":[0.9975172,0.00008288475,0.0003018058,0.00009238273,0.000003654564,0.00004200823,0.0007011967,0.00000416008,0.001254608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8247616,"threshold_uncertainty_score":0.3525409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004229241434558884,"score_gpt":0.1848762699416175,"score_spread":0.1806470285070587,"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."}}