{"id":"W4391841284","doi":"10.1002/cjce.25212","title":"Treatment of wastewater containing ciprofloxacin using the hybrid treatment approach based on acoustic cavitation","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Ultrasound and Cavitation Phenomena","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Degradation (telecommunications); Wastewater; Ozone; Sonication; Yield (engineering); Chemistry; Nuclear chemistry; Sewage treatment; Cavitation; Ciprofloxacin; Materials science; Pulp and paper industry; Chromatography; Environmental engineering; Composite material; Environmental science; Antibiotics; Organic chemistry; Computer science; Biochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001799066,0.0001151649,0.0001546765,0.00008897672,0.00006455239,0.00009113966,0.0001139403,0.00002206028,0.00002873286],"category_scores_gemma":[0.00004466221,0.00005887594,0.00008645096,0.00009449473,0.00004826481,0.00006130167,0.000002033054,0.00006947527,0.000002225258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005826629,"about_ca_system_score_gemma":0.0003434315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003782034,"about_ca_topic_score_gemma":0.00001344707,"domain_scores_codex":[0.9993112,0.00002399292,0.0002426759,0.00008457056,0.0001526287,0.000184952],"domain_scores_gemma":[0.9994538,0.0001908619,0.00006206627,0.0001115533,0.00005529546,0.0001263567],"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":[0.00001280395,0.00001118937,0.000004104716,0.00001673556,0.00002078267,0.00001292971,0.001235887,0.2511184,0.7472165,0.00011236,0.000005373229,0.0002329708],"study_design_scores_gemma":[0.0003885175,0.0003054258,0.000008294515,0.0001034766,0.0001150401,0.00008311801,0.0002628124,0.1786122,0.8197037,0.00004990724,0.0002676111,0.00009995107],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972265,0.000306762,0.001777738,0.0002581514,0.000244498,0.00009844337,0.00002139616,0.000008573587,0.00005791248],"genre_scores_gemma":[0.9989744,0.000001057975,0.0007966013,0.00002706379,0.0001584858,0.000006154133,0.000003990086,0.00001533273,0.00001688271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07250625,"threshold_uncertainty_score":0.2400891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0186610633266396,"score_gpt":0.2234247855269439,"score_spread":0.2047637222003043,"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."}}