{"id":"W4322012330","doi":"10.1016/j.watres.2023.119807","title":"Harmful cyanobacteria-diatom/dinoflagellate blooms and their cyanotoxins in freshwaters: A nonnegligible chronic health and ecological hazard","year":2023,"lang":"en","type":"review","venue":"Water Research","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":134,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Algal bloom; Context (archaeology); Ecology; Abiotic component; Cyanotoxin; Freshwater ecosystem; Aquatic ecosystem; Environmental science; Ecosystem; Lake ecosystem; Eutrophication; Biology; Cyanobacteria; Microcystin; Phytoplankton","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005722111,0.0009460989,0.001504238,0.001890658,0.0001578484,0.0009369543,0.0005569631,0.001025691,0.003779582],"category_scores_gemma":[0.0007250534,0.0002354759,0.0005226596,0.002137364,0.0003993802,0.000845566,0.0006178254,0.001046001,0.001249971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004305019,"about_ca_system_score_gemma":0.001496596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002043377,"about_ca_topic_score_gemma":0.004434148,"domain_scores_codex":[0.9998081,0.00002269954,0.00003649604,0.00003300701,0.00008145313,0.0000182966],"domain_scores_gemma":[0.9995087,0.0002032178,0.0001390958,0.00001089778,0.00009906291,0.00003904181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007892295,0.00005608609,0.0002815968,0.01972611,0.00009928853,0.00008135946,0.00003830554,0.0001534624,0.001405549,0.0009629654,0.01458606,0.9625304],"study_design_scores_gemma":[0.00005428056,0.0003373522,0.004271484,0.01291044,0.0007350623,0.001454817,0.0001378837,0.0001109044,0.001037493,0.001675257,0.9772385,0.00003648206],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001196118,0.9991732,0.00005863381,0.0001251018,0.00008238914,0.000003118706,0.0000234377,0.000003793494,0.0004107289],"genre_scores_gemma":[0.0005404977,0.9989011,0.00006264091,0.0001057886,0.00007768417,0.000003046352,0.00002364642,5.222461e-7,0.0002849966],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003779582,"threshold_uncertainty_score":0.01264399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1026804817802388,"score_gpt":0.3685898061316565,"score_spread":0.2659093243514177,"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."}}