{"id":"W4411080121","doi":"10.1016/j.cattod.2025.115418","title":"Novel insight into the influence of supports on the performance of α-MnO2 catalysts for ozone-assisted VOC oxidation: A comparative study of inert and semiconductor supports, impact of operational parameters, and stability assessments","year":2025,"lang":"en","type":"article","venue":"Catalysis Today","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; University of Saskatchewan","keywords":"Catalysis; Inert; Ozone; Heterogeneous catalysis; Chemistry; Chemical engineering; Nanotechnology; Materials science; Organic chemistry; Engineering","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":[0.001711781,0.000207316,0.0006351075,0.0001391042,0.000153179,0.00005008827,0.00053484,0.00005297021,0.00002620972],"category_scores_gemma":[0.0005106879,0.0001208481,0.00006880985,0.0006039538,0.0009472669,0.0004950424,0.0002923968,0.00007109027,3.240864e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007531465,"about_ca_system_score_gemma":0.0004489722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008698024,"about_ca_topic_score_gemma":0.0001452202,"domain_scores_codex":[0.9978663,0.0001193052,0.0009383465,0.0004437789,0.0004625259,0.0001697898],"domain_scores_gemma":[0.9969456,0.0008248722,0.0007681157,0.0007423146,0.0006742208,0.0000449254],"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":[0.0001892701,0.0004971384,0.02958095,0.0002513649,0.0001044418,1.411916e-7,0.007983222,0.0005006772,0.9607189,0.00009062174,0.00002913744,0.00005413766],"study_design_scores_gemma":[0.000535689,0.0005330525,0.1492013,0.00009075331,0.0001396077,0.000002958019,0.001554314,0.0005325602,0.8472604,0.00004602168,0.000002395661,0.0001008884],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985252,0.00005168995,0.00008466493,0.00006410627,0.00007493736,0.0009781431,0.0001919781,0.000006042765,0.00002322268],"genre_scores_gemma":[0.9992716,0.00000975444,0.0005058697,0.00002088062,0.000005168505,0.0001041243,0.0000641573,0.000005652157,0.00001280032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1196204,"threshold_uncertainty_score":0.4928041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03373423502116683,"score_gpt":0.3362769452430046,"score_spread":0.3025427102218377,"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."}}