{"id":"W4200149215","doi":"10.1016/j.seppur.2021.120246","title":"Redox-active metal-organic frameworks for the removal of contaminants of emerging concern","year":2021,"lang":"en","type":"article","venue":"Separation and Purification Technology","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Université Laval","funders":"European Commission","keywords":"Redox; Pollutant; Metal-organic framework; Environmental remediation; Pollution; Contamination; Environmental chemistry; Mineralization (soil science); Biochemical engineering; Chemistry; Environmental science; Adsorption; Organic chemistry; Ecology; Engineering","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":[0.0001403609,0.0002985929,0.0001518831,0.0002231715,0.0002201094,0.0003106499,0.0004237773,0.0004450491,0.0008536234],"category_scores_gemma":[0.0001729966,0.00008198216,0.0001788319,0.0001609729,0.0001388305,0.0002628345,0.0002366213,0.0003698087,0.0001881202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002727115,"about_ca_system_score_gemma":0.0001826536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001611666,"about_ca_topic_score_gemma":0.004465522,"domain_scores_codex":[0.99991,0.00001026151,0.000001915475,0.00001443846,0.00003317378,0.00003028067],"domain_scores_gemma":[0.9999775,0.000004786725,0.000004446194,0.000001526452,0.000005962803,0.000005838044],"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":[0.0001377847,0.00009007862,0.0001953837,0.0002899499,0.00002470361,0.0001353124,0.0000366156,0.001466368,0.9625699,0.002881368,0.0009446981,0.0312278],"study_design_scores_gemma":[0.00002327443,0.0003193727,0.001011335,0.00002431429,0.00003384043,0.0002698775,0.00005677587,0.009300809,0.9668814,0.0006914672,0.0213671,0.00002033737],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.908686,0.03433403,0.04197842,0.0009610572,0.0003834937,0.00008977414,0.0003004135,0.0005506055,0.01271635],"genre_scores_gemma":[0.9794288,0.005466921,0.0080318,0.0001260476,0.00003548263,0.0000112271,0.0001284381,0.00001691964,0.00675425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001611666,"threshold_uncertainty_score":0.003204525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01472476775194153,"score_gpt":0.2938976940300518,"score_spread":0.2791729262781102,"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."}}