{"id":"W4306867550","doi":"10.3389/fenvs.2022.984365","title":"Year-long monitoring of phytoplankton community, toxigenic cyanobacteria, and total microcystins in a eutrophic tropical dam supplying the Mexico megacity","year":2022,"lang":"en","type":"article","venue":"Frontiers in Environmental Science","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Eutrophication; Environmental science; Phytoplankton; Cyanobacteria; Dominance (genetics); Aphanizomenon; Algal bloom; Plankton; Microcystis; Water quality; Ecology; Anabaena; Nutrient; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009581108,0.0001586781,0.0002378687,0.00008882232,0.0005935753,0.00003353129,0.0007093002,0.00003977007,0.0001707381],"category_scores_gemma":[0.00002385447,0.0001422652,0.00004016522,0.0004484611,0.001006182,0.0002675772,0.001295822,0.0005317286,0.000004680882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009101033,"about_ca_system_score_gemma":0.00001965595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006713183,"about_ca_topic_score_gemma":0.000233548,"domain_scores_codex":[0.9980356,0.0002775562,0.0003491269,0.0003391273,0.0005836002,0.0004150422],"domain_scores_gemma":[0.9993488,0.00006373725,0.0001360552,0.0003640922,0.000001160427,0.00008618769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002720997,0.0001233718,0.9532571,0.000007268323,0.00000288471,0.000007095327,0.001588608,0.002600792,0.04126123,0.00001268469,0.00002203641,0.001089711],"study_design_scores_gemma":[0.000402201,0.0001057822,0.9870055,0.00001926121,0.000005291942,0.00003780785,0.00520448,0.003815462,0.003020297,0.0001211621,0.00009804015,0.0001647662],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998562,0.0001144695,0.0002394646,0.00005247753,0.0004237272,0.0003271475,0.00004560338,0.000007368823,0.0002277569],"genre_scores_gemma":[0.9983475,0.0000444709,0.001464383,0.0000278281,0.00001563766,0.00004470986,0.000005232557,0.00001076485,0.00003951206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03824093,"threshold_uncertainty_score":0.5801408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007321880660744553,"score_gpt":0.2028156080252894,"score_spread":0.1954937273645448,"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."}}