{"id":"W2030546642","doi":"10.1016/j.watres.2015.01.029","title":"Fate of toxic cyanobacterial genera from natural bloom events during ozonation","year":2015,"lang":"en","type":"article","venue":"Water Research","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada","keywords":"Cyanobacteria; Microcystis; Aphanizomenon; Environmental chemistry; Bloom; Chemistry; Microcystis aeruginosa; Ozone; Anabaena; Microcystin; Organic matter; Algal bloom; Cylindrospermopsin; Biology; Bacteria; Phytoplankton; Ecology; Nutrient; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002005478,0.0004256784,0.0002390244,0.000485907,0.0006359848,0.000579261,0.000237769,0.0003738817,0.001067972],"category_scores_gemma":[0.000417908,0.0001531975,0.0002147569,0.0003096342,0.0003775567,0.0003843305,0.0004805926,0.0003396962,0.0001919088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007442715,"about_ca_system_score_gemma":0.0004532311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007274632,"about_ca_topic_score_gemma":0.008205967,"domain_scores_codex":[0.9998201,0.00002062261,0.00001087459,0.00004096945,0.00005102355,0.00005646973],"domain_scores_gemma":[0.9998044,0.00003699329,0.00004769611,0.000008263361,0.00007383936,0.00002879321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003406532,0.00008464966,0.06241314,0.0001218239,0.00003681356,0.0004380688,0.0006287327,0.001241135,0.9211658,0.000178809,0.0002075378,0.01007693],"study_design_scores_gemma":[0.00004263746,0.001337018,0.5215311,0.00003233248,0.0001022525,0.0002408526,0.001997762,0.004798026,0.4672161,0.0002363214,0.002423742,0.00004187359],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989719,0.00007425384,0.0001478897,0.00001367849,0.000005936312,0.000007124369,0.0002306745,0.000003935895,0.0005445807],"genre_scores_gemma":[0.9983379,0.000157494,0.0001515018,0.00001327624,0.000005106253,0.000007842483,0.0004231725,0.000006729239,0.0008970295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007274632,"threshold_uncertainty_score":0.01446456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04525209479452613,"score_gpt":0.2961413324637517,"score_spread":0.2508892376692256,"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."}}