{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006733409,0.00007482652,0.000114234,0.00004298242,0.00007564244,0.00002366341,0.0002480981,0.00005388525,0.0007847008],"category_scores_gemma":[0.00002843068,0.00005264568,0.00002794888,0.00009547629,0.00005960607,0.0001530545,0.0003107627,0.0001478778,0.0007721112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001747928,"about_ca_system_score_gemma":0.00001155189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002612845,"about_ca_topic_score_gemma":0.0005781169,"domain_scores_codex":[0.9984166,0.0001711876,0.0001997466,0.0002090415,0.000696808,0.0003066236],"domain_scores_gemma":[0.9996026,0.00001250052,0.00003149234,0.0002207139,0.00002880046,0.0001039441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001078753,0.00006323684,0.1064301,0.00001841484,0.00001743859,0.000009997153,0.001557964,0.0004191755,0.8905787,0.00002620553,0.0002380865,0.0005327704],"study_design_scores_gemma":[0.002334316,0.0001935273,0.2331381,0.00006168598,0.00001103595,0.00001048206,0.0002148204,0.01802074,0.7364522,0.004541696,0.004650066,0.0003713422],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982809,0.00001240538,0.00002101046,0.00008733121,0.0002992623,0.0001702647,0.00002393677,0.00001056762,0.001094354],"genre_scores_gemma":[0.9976724,0.000003575511,0.0001822805,0.00000486198,0.0001457191,0.00001078084,0.00006839121,0.0000106559,0.001901366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1541265,"threshold_uncertainty_score":0.9924185,"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."}}