{"id":"W2979802954","doi":"10.3390/toxins11100587","title":"A Multiplex Analysis of Potentially Toxic Cyanobacteria in Lake Winnipeg during the 2013 Bloom Season","year":2019,"lang":"en","type":"article","venue":"Toxins","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"National Institutes of Health; National Science Foundation","keywords":"Bloom; Cyanobacteria; Algal bloom; Biology; Multiplex; Ecology; Bacteria; Phytoplankton; Bioinformatics; Genetics","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":[0.0001411581,0.0005481779,0.0003832105,0.00163293,0.001601065,0.0008832605,0.0003277845,0.0002698455,0.0005510889],"category_scores_gemma":[0.0002339189,0.0002788279,0.0002002043,0.001951837,0.0002988025,0.0001931235,0.000646572,0.0002679029,0.0001366138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003166614,"about_ca_system_score_gemma":0.00288329,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5757285,"about_ca_topic_score_gemma":0.8325669,"domain_scores_codex":[0.999742,0.000006884627,0.000009110217,0.00006436106,0.0001134038,0.00006429579],"domain_scores_gemma":[0.9997684,0.000006386284,0.00004012201,0.000003900151,0.0001239162,0.00005719196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000355662,0.00007758535,0.674528,0.00008981341,0.00009212935,0.000420512,0.002232763,0.0002141669,0.3087255,0.00008479353,0.000521102,0.01265801],"study_design_scores_gemma":[0.000003859192,0.00004805168,0.9930313,0.00000931974,0.00002380907,0.00006951965,0.0008488966,0.0003146098,0.004270892,0.000009247733,0.001362127,0.00000827254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966438,0.0002179186,0.0002583386,0.00003060884,0.000007590641,0.00006234006,0.001718291,0.00002127931,0.001039852],"genre_scores_gemma":[0.9907557,0.000402931,0.002666507,0.0001429199,0.000008066942,0.0001073562,0.003166348,0.00001343486,0.002736763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4242715,"threshold_uncertainty_score":0.8535403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004578889254800751,"score_gpt":0.1965533233583442,"score_spread":0.1919744341035435,"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."}}