{"id":"W4412436237","doi":"10.1016/j.jwpe.2025.108243","title":"An evaluation of a pilot-scale EO process based on BDD anode for leachate treatment: Performance, DOM degradation behavior and DBPs formation","year":2025,"lang":"en","type":"article","venue":"Journal of Water Process Engineering","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Future Earth","funders":"Basic and Applied Basic Research Foundation of Guangdong Province; Ministry of Ecology and Environment, The People’s Republic of China; National Natural Science Foundation of China","keywords":"Leachate; Degradation (telecommunications); Anode; Process (computing); Chemistry; Environmental science; Scale (ratio); Environmental chemistry; Computer science; Electrode","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004154112,0.0004492576,0.0005430767,0.0002575444,0.0003231797,0.0004566738,0.0003046371,0.0004954413,0.0005475497],"category_scores_gemma":[0.0004377832,0.0001546465,0.0004058956,0.0002150134,0.0001956301,0.000377094,0.0003471008,0.0003308787,0.0001978432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002990567,"about_ca_system_score_gemma":0.000403305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001377197,"about_ca_topic_score_gemma":0.00208985,"domain_scores_codex":[0.9998092,0.00004246729,0.00001941489,0.00003334259,0.00006449812,0.00003110537],"domain_scores_gemma":[0.9998147,0.00004300132,0.0000177111,0.00001744956,0.00007985505,0.00002727805],"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":[0.0004568737,0.0002790446,0.0006926505,0.000129572,0.00001448778,0.00005868615,0.00002006814,0.0002909161,0.9942795,0.00002691205,0.00003331051,0.003718009],"study_design_scores_gemma":[0.00003736902,0.001792085,0.003072893,0.000007438663,0.00005267013,0.00008081052,0.00004741851,0.001361337,0.9928497,0.00002107877,0.0006692391,0.000007977081],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973411,0.0002280934,0.001890626,0.0000291797,0.00001960707,0.00005237374,0.0001518355,0.00002578911,0.0002613919],"genre_scores_gemma":[0.9937335,0.0005446427,0.004432999,0.0000286793,0.000007214483,0.00003874599,0.0002191857,0.00001233639,0.0009827954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001377197,"threshold_uncertainty_score":0.002738416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01659732378155569,"score_gpt":0.2662618333811083,"score_spread":0.2496645095995526,"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."}}