{"id":"W1982100971","doi":"10.1080/01919512.2014.998755","title":"Oxidation of Emerging Contaminants during Pilot-Scale Ozonation of Secondary Treated Municipal Effluent","year":2015,"lang":"en","type":"article","venue":"Ozone Science and Engineering","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of the Environment, Conservation and Parks; University of Windsor","funders":"Ministry of Education, India; Ministry of Earth Sciences","keywords":"Effluent; Ozone; Chemistry; Environmental chemistry; Contamination; Wastewater; Environmental engineering; Environmental science; Biology; Organic chemistry; Ecology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001996794,0.0004067638,0.0004369412,0.0001864361,0.0005453894,0.0005759365,0.0002280548,0.0002619245,0.0004820272],"category_scores_gemma":[0.0003215671,0.000160391,0.000386146,0.0003187876,0.0003656395,0.0001693289,0.0003563153,0.0004552492,0.000143258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001189179,"about_ca_system_score_gemma":0.001616216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1082601,"about_ca_topic_score_gemma":0.1754219,"domain_scores_codex":[0.999737,0.00002028812,0.00001255654,0.00003615451,0.0001104657,0.00008364217],"domain_scores_gemma":[0.9998552,0.00001675936,0.00002148221,0.0000067324,0.00006731691,0.00003248265],"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":[0.0001777337,0.00003957402,0.002090049,0.00004569591,0.000006810479,0.00007246141,0.00008580847,0.000161338,0.9956845,0.00001175603,0.00001897747,0.001605492],"study_design_scores_gemma":[0.00001024763,0.0006207041,0.03009649,0.00000632707,0.00002700383,0.00007730439,0.0002414736,0.0005074365,0.9678158,0.00001887801,0.0005707142,0.000007666993],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990473,0.00007296412,0.0004120431,0.00001271828,0.000002754249,0.00002307895,0.000119461,0.000008041802,0.0003014917],"genre_scores_gemma":[0.9971678,0.0003041156,0.0009419773,0.0000151271,0.000001630621,0.00001365904,0.000269905,0.00000607731,0.001279599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1082601,"threshold_uncertainty_score":0.2152599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01921557461955505,"score_gpt":0.2490327521065676,"score_spread":0.2298171774870126,"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."}}