{"id":"W7105857558","doi":"10.1061/jhtrbp.hzeng-1552","title":"Decentralized Modular Electrochemical Technologies for Advanced Wastewater Treatment: A Comprehensive Review of Advanced Oxidation and Reduction Processes, Bioelectrochemical Systems, and Photocatalysis","year":2025,"lang":"en","type":"article","venue":"Journal of Hazardous Toxic and Radioactive Waste","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Modular design; Wastewater; Reuse; Sewage treatment; Resource recovery; Process (computing); Resource (disambiguation); Photocatalysis","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":[0.0007186887,0.001116399,0.00153122,0.002242748,0.0003320432,0.001184721,0.0007537255,0.0009167228,0.001903829],"category_scores_gemma":[0.0006967374,0.0004915323,0.0008776489,0.003468635,0.0003414584,0.00161102,0.0006137792,0.001167393,0.0008627011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005645867,"about_ca_system_score_gemma":0.001382248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001000161,"about_ca_topic_score_gemma":0.001939714,"domain_scores_codex":[0.9995207,0.00007719528,0.00006991606,0.00008426412,0.0001993072,0.00004859266],"domain_scores_gemma":[0.9996051,0.0001817672,0.00007161577,0.0000175781,0.0001058955,0.000017985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006658943,0.0001735009,0.0003858395,0.1007749,0.0003449714,0.0003509756,0.0002121385,0.002566413,0.03580321,0.01289277,0.01790328,0.8285254],"study_design_scores_gemma":[0.0000137347,0.0003258856,0.001431487,0.005454342,0.000380003,0.001085049,0.0001090539,0.0008361836,0.009192675,0.003304371,0.9778137,0.00005342012],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007966029,0.9957657,0.001654255,0.0001810951,0.0001585442,0.0000173379,0.00004277713,0.00002170212,0.001362096],"genre_scores_gemma":[0.004054742,0.9931297,0.001714741,0.0001493192,0.0001056599,0.00002379363,0.00006994412,0.000005233981,0.0007469399],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002242748,"threshold_uncertainty_score":0.006368935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006462896994913457,"score_gpt":0.2522518473969103,"score_spread":0.2457889504019969,"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."}}