{"id":"W2481416563","doi":"10.1007/s11356-016-7346-1","title":"Photocatalytic ozonation of pesticides in a fixed bed flow through UVA-LED photoreactor","year":2016,"lang":"en","type":"article","venue":"Environmental Science and Pollution Research","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Academy of Scientific Research and Technology","keywords":"Photocatalysis; Pesticide; Ecotoxicology; Environmental chemistry; Chemistry; Environmental science; Pulp and paper industry; Environmental engineering; Organic chemistry; Catalysis; Ecology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002268314,0.0001006221,0.0001334358,0.0001531652,0.0002428951,0.0000306333,0.0002891306,0.00004887785,0.0009343906],"category_scores_gemma":[0.0001810323,0.00006954622,0.00003112973,0.0007641495,0.002337176,0.0005854566,0.0002782815,0.0001072179,0.0001766739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006268739,"about_ca_system_score_gemma":0.00002781638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001292981,"about_ca_topic_score_gemma":0.00002408665,"domain_scores_codex":[0.9974186,0.0001486528,0.0002419233,0.000422341,0.001333759,0.0004347019],"domain_scores_gemma":[0.9994788,0.0001040448,0.00005510226,0.000230899,0.000007995783,0.0001231231],"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":[0.00002211475,0.0001013065,0.04778285,0.000003771398,0.000002516625,0.000001996061,0.0006727107,0.0000300371,0.9449151,0.000040103,0.00005874524,0.006368767],"study_design_scores_gemma":[0.0004959134,0.0001126274,0.4107173,0.0000465645,0.000005235923,0.000002205136,0.0004349841,0.0006144893,0.5857285,0.0007506357,0.000946557,0.000145002],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980635,0.00002716485,0.00006184875,0.0008101123,0.00004525944,0.0001955691,0.00001962224,0.000008506218,0.0007684391],"genre_scores_gemma":[0.9989403,0.00008101221,0.0003166419,0.00002179543,0.00002480589,0.00002362202,0.00000248415,0.00000548631,0.0005837883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3629344,"threshold_uncertainty_score":0.9999789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04280939692670949,"score_gpt":0.3278043858264841,"score_spread":0.2849949888997746,"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."}}