{"id":"W4282963319","doi":"10.1039/d2ra01618d","title":"Comparing the efficacy of various methods for sulfate radical generation for antibiotics degradation in synthetic wastewater: degradation mechanism, kinetics study, and toxicity assessment","year":2022,"lang":"en","type":"article","venue":"RSC Advances","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Maragheh University of Medical Sciences","keywords":"Degradation (telecommunications); Chemistry; Mechanism (biology); Kinetics; Wastewater; Toxicity; Sulfate; Environmental chemistry; Environmental science; Environmental engineering; Organic chemistry; Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007627329,0.0001338122,0.0002083825,0.00004706805,0.0002828258,0.00002365921,0.0001483527,0.00002079719,0.0000215091],"category_scores_gemma":[0.0000669804,0.000104826,0.00003376038,0.0001534401,0.00007292228,0.0001894108,0.0001484005,0.00006929339,3.508324e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000288336,"about_ca_system_score_gemma":0.000009153227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003602207,"about_ca_topic_score_gemma":0.0001473128,"domain_scores_codex":[0.998625,0.0002773014,0.0003604023,0.0003356423,0.0002245869,0.0001770126],"domain_scores_gemma":[0.99917,0.0003888023,0.0002060454,0.0001910251,0.0000129402,0.00003117189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002324527,0.002304097,0.03006938,0.00005217651,0.0000498271,0.000001357634,0.001890451,0.3183981,0.5453534,0.002424225,0.000009632422,0.09921484],"study_design_scores_gemma":[0.004238789,0.001654003,0.01862283,0.00001322193,0.0001422934,0.00000849562,0.001340535,0.4878044,0.4791942,0.005528644,0.001132668,0.0003199856],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5958371,0.00004118309,0.4027045,0.0001106217,0.00008829375,0.001190342,0.00001035789,0.00001019505,0.000007432406],"genre_scores_gemma":[0.754466,0.00002201905,0.2452938,0.00001401923,0.00001146241,0.00009627864,0.00005918545,0.00001130957,0.00002588893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1694063,"threshold_uncertainty_score":0.427468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03787893038967986,"score_gpt":0.3398292487543122,"score_spread":0.3019503183646323,"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."}}