{"id":"W4361006811","doi":"10.3390/microorganisms11040851","title":"Cyanobacterial Algal Bloom Monitoring: Molecular Methods and Technologies for Freshwater Ecosystems","year":2023,"lang":"en","type":"review","venue":"Microorganisms","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Algal bloom; Cyanobacteria; Eutrophication; Environmental science; Environmental monitoring; Environmental DNA; Ecosystem; Recreation; Biodiversity; Ecology; Biology; Environmental engineering; Phytoplankton","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":[0.000895355,0.001088697,0.001399659,0.003816111,0.0002695478,0.001008505,0.0008160874,0.001065568,0.0029979],"category_scores_gemma":[0.0009164159,0.0003578253,0.0008594011,0.003683148,0.0004749932,0.001696166,0.0007209106,0.001752293,0.001847671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000616237,"about_ca_system_score_gemma":0.001513052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001886979,"about_ca_topic_score_gemma":0.002633111,"domain_scores_codex":[0.9996713,0.00004639774,0.00003837282,0.00005880839,0.0001558549,0.00002921765],"domain_scores_gemma":[0.9994602,0.0002124521,0.0000801998,0.00001815952,0.000184577,0.00004446596],"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":[0.00003675298,0.00007954596,0.000303469,0.02231662,0.00008176432,0.0001241333,0.00004833853,0.0003871948,0.006639957,0.002397477,0.01330963,0.9542751],"study_design_scores_gemma":[0.000009106822,0.0001312052,0.001648003,0.004067807,0.0001679231,0.000640991,0.00006593936,0.0001640794,0.002114646,0.001569006,0.9893914,0.00002982028],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000158257,0.9980697,0.0003115461,0.0002228941,0.0001345514,0.000007951959,0.00003053581,0.00001048205,0.001054091],"genre_scores_gemma":[0.0006448224,0.9980641,0.000511102,0.0001305491,0.00007520659,0.000008445754,0.00004423597,0.000001773598,0.0005197261],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003816111,"threshold_uncertainty_score":0.01002902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0336107430793989,"score_gpt":0.3382588851160571,"score_spread":0.3046481420366582,"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."}}