{"id":"W4200099727","doi":"10.1016/j.chemosphere.2021.133353","title":"A novel UV-LED hydrogen peroxide electrochemical photoreactor for point-of-use organic contaminant degradation","year":2021,"lang":"en","type":"article","venue":"Chemosphere","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Innovate BC","keywords":"Hydrogen peroxide; Advanced oxidation process; Ultraviolet; Chemistry; Degradation (telecommunications); Electrochemistry; Radical; Light-emitting diode; Photochemistry; Chemical engineering; Materials science; Optoelectronics; Electrode; Catalysis; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001554014,0.0003384171,0.0003426016,0.0001282429,0.0002465592,0.0003567595,0.0009375978,0.00060685,0.0009410828],"category_scores_gemma":[0.0001314075,0.0002316383,0.0002647384,0.0001539283,0.0001380513,0.0004374074,0.0002850517,0.0005156423,0.0006183016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000447401,"about_ca_system_score_gemma":0.0003714477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001245535,"about_ca_topic_score_gemma":0.003137865,"domain_scores_codex":[0.999819,0.000008703645,0.000007089448,0.00004955233,0.00009065784,0.0000250344],"domain_scores_gemma":[0.9999342,0.000008319963,0.00001259443,0.000008047882,0.00002390868,0.00001282031],"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":[0.00002020657,0.00001442229,0.00005117343,0.00002965605,0.000002932197,0.00003263215,0.000006174434,0.00002370759,0.9960606,0.00004499712,0.0001304745,0.003583007],"study_design_scores_gemma":[0.000006597687,0.00009649865,0.000531582,0.000001460958,0.000008755976,0.000136015,0.000009283189,0.001344811,0.9958856,0.0000153876,0.001958467,0.000005472639],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9134722,0.004362894,0.07473185,0.0007693529,0.0003672004,0.0001042736,0.0004488043,0.001698261,0.004045137],"genre_scores_gemma":[0.9671786,0.001375495,0.0232095,0.0001721957,0.00005774553,0.00003207223,0.000204822,0.00005128237,0.007718185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001245535,"threshold_uncertainty_score":0.003246188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01060317510970681,"score_gpt":0.221120821829548,"score_spread":0.2105176467198412,"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."}}