{"id":"W4386690453","doi":"10.1039/d3ew00432e","title":"Assessment of an electrochemical advanced oxidation system for removal of pharmaceutical compounds at the Vaudreuil-Dorion municipal wastewater treatment facility","year":2023,"lang":"en","type":"article","venue":"Environmental Science Water Research & Technology","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Cégep de Saint-Laurent","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Wastewater; Waste management; Electrochemistry; Chemistry; Engineering; Electrode","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001836607,0.00023727,0.0002979526,0.0002834057,0.0006786587,0.00002119963,0.0009440164,0.0001241568,0.0002326865],"category_scores_gemma":[0.00002982657,0.0001430029,0.00008441294,0.0008077912,0.004300849,0.0003964179,0.001249365,0.0002134984,0.0001785689],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003872932,"about_ca_system_score_gemma":0.00002949136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006787392,"about_ca_topic_score_gemma":0.00003045242,"domain_scores_codex":[0.996093,0.0001964872,0.0004923539,0.0008658412,0.001286231,0.001066051],"domain_scores_gemma":[0.9986941,0.00009450037,0.0001105527,0.0009147806,0.00002046409,0.0001655702],"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":[0.000119079,0.0003186703,0.003578273,0.00001437616,0.00001614522,0.00001220748,0.0003973926,0.001082678,0.9873161,0.00007210008,0.00000517331,0.00706775],"study_design_scores_gemma":[0.001022878,0.001060014,0.004463215,0.000008961035,0.00001589138,0.00006526676,0.001166725,0.006974145,0.9819245,0.0003234944,0.002831501,0.0001433816],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997361,0.00001362088,0.0001792398,0.0006098748,0.00006058535,0.001414719,0.00006445624,0.00009821874,0.0001983052],"genre_scores_gemma":[0.9959706,0.0000330344,0.002841108,0.000004821247,0.000009968851,0.000455915,0.0002215768,0.00001630715,0.0004466676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006924368,"threshold_uncertainty_score":0.999951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04036546642610554,"score_gpt":0.3737424523363973,"score_spread":0.3333769859102917,"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."}}