{"id":"W4200122072","doi":"10.1002/aws2.1264","title":"Utility practices and perspectives on monitoring and source control of cyanobacterial blooms","year":2021,"lang":"en","type":"article","venue":"AWWA Water Science","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Water Research Foundation","keywords":"Algal bloom; Environmental science; Cyanobacteria; Benthic zone; Warning system; Bloom; Control (management); Contamination control; Environmental monitoring; Microcystis aeruginosa; Pelagic zone; Water quality; Environmental resource management; Nutrient; Computer science; Ecology; Environmental engineering; Phytoplankton; Contamination; Biology; Telecommunications","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":[0.005267441,0.0002104723,0.0001206768,0.0006630282,0.0009840858,0.002419928,0.0006124393,0.0005352882,0.001351797],"category_scores_gemma":[0.007284072,0.0001821996,0.0001464536,0.001526551,0.000865134,0.001255256,0.001126102,0.0005490318,0.0001670279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004053955,"about_ca_system_score_gemma":0.003358906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04011342,"about_ca_topic_score_gemma":0.05180076,"domain_scores_codex":[0.9962258,0.001845375,0.0002079281,0.0002063438,0.0009810115,0.0005335355],"domain_scores_gemma":[0.9898545,0.002967404,0.001812289,0.000322796,0.004094614,0.000948449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001828846,0.0003580485,0.71464,0.0005366821,0.00003919699,0.001438409,0.02370324,0.003651296,0.01074586,0.004219629,0.006476118,0.2340088],"study_design_scores_gemma":[0.00001509759,0.001127531,0.6663378,0.0007653261,0.00005157098,0.001863992,0.2179116,0.005658158,0.01084135,0.002427094,0.09288645,0.0001140039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750176,0.001959712,0.003975304,0.007707736,0.00002754757,0.00004044213,0.0001054854,0.00007777306,0.01108851],"genre_scores_gemma":[0.9966186,0.001047205,0.001041974,0.0003476365,0.000005434716,0.000007010739,0.00003088328,0.000004552283,0.0008966658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04011342,"threshold_uncertainty_score":0.0797599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01513338055143312,"score_gpt":0.2366829254531617,"score_spread":0.2215495449017286,"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."}}