{"id":"W4410101407","doi":"10.1039/d5en00126a","title":"Insights into the adsorption-assisted PMS activation of Ce-UiO-66-4F in an <i>in situ</i> chemical oxidation process for efficient pollutant removal","year":2025,"lang":"en","type":"article","venue":"Environmental Science Nano","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Fundamental Research Funds for the Central Universities; Canada First Research Excellence Fund; National Key Research and Development Program of China; Canada Foundation for Innovation","keywords":"Adsorption; In situ; Pollutant; Process (computing); Oxidation process; Chemistry; Environmental chemistry; Chemical engineering; Computer science; Physical chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001362049,0.0001761809,0.0002187009,0.0002542593,0.0002292844,0.0001134808,0.001098242,0.00007988395,0.00004190172],"category_scores_gemma":[0.0002989586,0.0001344691,0.00003382248,0.001297275,0.001354045,0.0008499525,0.0002519206,0.00008284579,0.00001206014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007344017,"about_ca_system_score_gemma":0.000285782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006105146,"about_ca_topic_score_gemma":0.00004893808,"domain_scores_codex":[0.9974914,0.00006071974,0.0005460556,0.0007311822,0.0007793413,0.0003913713],"domain_scores_gemma":[0.9991202,0.0001123247,0.0002412619,0.0004274858,0.00002971571,0.00006900867],"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":[0.00008944258,0.0002677916,0.0001841682,0.00003321902,5.246256e-7,6.848859e-7,0.001838293,0.001424436,0.994621,0.000419363,0.000001493608,0.001119555],"study_design_scores_gemma":[0.0004710407,0.00005675904,0.008663468,0.00009107234,0.000005100726,0.000003323911,0.0009720509,0.004314534,0.9837118,0.001531014,0.00002650697,0.0001532856],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974001,0.00003770729,0.001118259,0.0001934809,0.0003251633,0.0007045878,0.000007629532,0.00002229066,0.0001907526],"genre_scores_gemma":[0.9986252,0.000006100029,0.001092219,0.0001096636,0.00002377248,0.0001019973,0.00001176116,0.000007758641,0.00002155937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01090918,"threshold_uncertainty_score":0.5483493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009109837613864408,"score_gpt":0.2621502889531267,"score_spread":0.2530404513392623,"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."}}