{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009401626,0.0002503729,0.0001869652,0.0001197417,0.0001399028,0.0002196093,0.0001916293,0.0003551768,0.0006949449],"category_scores_gemma":[0.0001045614,0.00009393391,0.0002130754,0.00006728581,0.0001605408,0.0003037752,0.0001050354,0.0002902768,0.0001703213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001402636,"about_ca_system_score_gemma":0.0001778738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00065833,"about_ca_topic_score_gemma":0.001034311,"domain_scores_codex":[0.9999402,0.000005453057,0.000002440522,0.000008755412,0.00002306951,0.00002010861],"domain_scores_gemma":[0.9999766,0.000005987586,0.000005695909,0.000002309526,0.000006131092,0.000003212562],"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":[0.00003363046,0.00001235538,0.0001918902,0.00005846408,0.000002788897,0.00007256196,0.00001888968,0.0001518707,0.9974523,0.0003844001,0.00002085126,0.001599976],"study_design_scores_gemma":[0.00000286249,0.000039117,0.0006967171,0.000002492514,0.00000497075,0.00008848151,0.00002971403,0.001436938,0.9965432,0.00007864936,0.001074011,0.000002741478],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808841,0.001146781,0.01458271,0.0002145171,0.0000351657,0.00002215587,0.00007818752,0.00004444848,0.002991909],"genre_scores_gemma":[0.9929281,0.0005072166,0.004915359,0.00003266696,0.000005847253,0.000006300762,0.00004932047,0.000009137893,0.001546058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006949449,"threshold_uncertainty_score":0.00232476,"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."}}