{"id":"W2054758299","doi":"10.1016/j.watres.2013.03.012","title":"Oxidation of Microcystis aeruginosa and Anabaena flos-aquae by ozone: Impacts on cell integrity and chlorination by-product formation","year":2013,"lang":"en","type":"article","venue":"Water Research","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":171,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Polytechnique Montréal","keywords":"Microcystis aeruginosa; Ozone; Chemistry; Anabaena; Lysis; Haloacetic acids; Environmental chemistry; Water treatment; Cyanobacteria; Viability assay; Microcystis; Dissolved organic carbon; Chromatography; Cell; Bacteria; Biochemistry; Environmental engineering; Chlorine; Organic chemistry; Biology","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":[0.0001594634,0.0002730021,0.0001647879,0.0001438943,0.0001918527,0.000327089,0.0001758619,0.0003447181,0.0005849369],"category_scores_gemma":[0.0002397367,0.0001219481,0.0001859669,0.0001221892,0.0001841672,0.0002115259,0.000194652,0.0002003437,0.00009472068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003530865,"about_ca_system_score_gemma":0.0002892378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007259155,"about_ca_topic_score_gemma":0.00750959,"domain_scores_codex":[0.9998637,0.00001716259,0.0000116451,0.00002164754,0.00004061524,0.00004510066],"domain_scores_gemma":[0.9998845,0.00002317976,0.00002452999,0.000008596059,0.00004137039,0.00001786124],"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":[0.0003670506,0.00002641649,0.002664721,0.00002222742,0.000009849277,0.00004758915,0.00005828632,0.00007633055,0.9956996,0.00002955844,0.00001792457,0.0009804725],"study_design_scores_gemma":[0.000009635854,0.0004863266,0.03109508,0.000003521194,0.00002280116,0.00007528062,0.0002081522,0.000647967,0.9670273,0.00003202537,0.0003851702,0.000006654801],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996188,0.00009118746,0.00009228523,0.00001252829,0.000002206622,0.00000202666,0.00004711994,0.000002837019,0.0001309344],"genre_scores_gemma":[0.9992583,0.00009398752,0.0001081457,0.000006425289,8.711338e-7,0.000001970915,0.00008329748,0.000001819179,0.0004451857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007259155,"threshold_uncertainty_score":0.0144338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02300937996161228,"score_gpt":0.2742810754815828,"score_spread":0.2512716955199705,"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."}}