{"id":"W4411582233","doi":"10.1016/j.psep.2025.107499","title":"Enhanced catalytic performance of α-MnO2 via coupling with a vacuum ultraviolet photoreactor: A catalytic ozonation approach targeting VOC oxidation","year":2025,"lang":"en","type":"article","venue":"Process Safety and Environmental Protection","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; University of Saskatchewan","keywords":"Catalysis; Ultraviolet; Photochemistry; Chemistry; Ozone; Materials science; Optoelectronics; 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":[0.0006612169,0.0002436431,0.0002780629,0.0001224068,0.0003559065,0.00006305327,0.0002312473,0.0001043483,0.00002607939],"category_scores_gemma":[0.00003273711,0.0002157586,0.00002551696,0.0003196387,0.0003454679,0.0009036215,0.00008813412,0.0001468747,0.000009980838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002315806,"about_ca_system_score_gemma":0.00006943545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007661604,"about_ca_topic_score_gemma":0.000003118849,"domain_scores_codex":[0.9981957,0.00002167917,0.0004787654,0.0005991196,0.0004112744,0.0002934565],"domain_scores_gemma":[0.9992802,0.00003057529,0.0003700387,0.000221724,0.00004072,0.00005681566],"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":[0.0005540451,0.0001235322,0.0002065202,0.000964894,0.000009047943,2.485569e-7,0.0005002886,0.009001642,0.9873201,0.00001530881,2.909297e-7,0.001304134],"study_design_scores_gemma":[0.0005451737,0.0001537968,0.00118738,0.0001554383,0.00004546437,0.00001960041,0.00047552,0.09595604,0.9010948,0.0001251355,0.000009185555,0.0002324467],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7554041,0.00009290849,0.2434095,0.00001713937,0.0001034578,0.0006661151,0.00001976565,0.00005689523,0.000230184],"genre_scores_gemma":[0.9988627,0.00008790853,0.0006138714,0.00002051405,0.00002964437,0.0001851084,0.0001306672,0.0000179265,0.0000516581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2434587,"threshold_uncertainty_score":0.8798382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005032185270206839,"score_gpt":0.1986164580542339,"score_spread":0.1935842727840271,"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."}}