{"id":"W3156926315","doi":"10.3390/catal11040502","title":"UV Stimulated Manganese Dioxide for the Persulfate Catalytic Degradation of Bisphenol A","year":2021,"lang":"en","type":"article","venue":"Catalysts","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Memorial University of Newfoundland","funders":"","keywords":"Persulfate; Bisphenol A; Degradation (telecommunications); Chemistry; Catalysis; Environmental chemistry; Nuclear chemistry; Photochemistry; Organic chemistry","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":[0.0001892101,0.000441523,0.0002078175,0.0002262805,0.0001331027,0.0001856296,0.0002773312,0.0003532779,0.0007237483],"category_scores_gemma":[0.0001777804,0.0001733156,0.0005298339,0.0001554315,0.0001500002,0.000293534,0.000259804,0.0003426844,0.0002168591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002266655,"about_ca_system_score_gemma":0.000219855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001176859,"about_ca_topic_score_gemma":0.001854532,"domain_scores_codex":[0.9998394,0.00002252393,0.00001190415,0.00004243101,0.00004791876,0.00003576274],"domain_scores_gemma":[0.9999548,0.000007292178,0.0000120297,0.000004128455,0.0000148992,0.000006800086],"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":[0.00006875196,0.00003217442,0.0001146198,0.0001070223,0.000009315221,0.00003513798,0.0000193695,0.0001720474,0.9960801,0.00009770814,0.0000587625,0.003205118],"study_design_scores_gemma":[0.000006106872,0.00009447605,0.000395721,0.000002652121,0.00001121695,0.00002613703,0.000009841945,0.002092493,0.9963314,0.00001454637,0.001011837,0.000003660091],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791381,0.002730275,0.01528318,0.0001594435,0.0001070624,0.00005509884,0.0001192545,0.0001648267,0.002242866],"genre_scores_gemma":[0.9905968,0.001249845,0.005730469,0.00003633921,0.000009782376,0.00002810553,0.0001108855,0.00001842801,0.002219333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001176859,"threshold_uncertainty_score":0.0024212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01687334877254471,"score_gpt":0.2517525330248283,"score_spread":0.2348791842522835,"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."}}