{"id":"W3019072926","doi":"10.1016/j.cej.2020.125131","title":"The role of oxygen vacancies on Pt/NaInO2 catalyst in improving formaldehyde oxidation at ambient condition","year":2020,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":64,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Hunan Provincial Innovation Foundation for Postgraduate; National Natural Science Foundation of China","keywords":"Formaldehyde; Catalysis; Oxygen; Platinum nanoparticles; Platinum; Diffuse reflectance infrared fourier transform; Photochemistry; Density functional theory; Chemistry; Denticity; Mesoporous material; Fourier transform infrared spectroscopy; Nanoparticle; Inorganic chemistry; Materials science; Chemical engineering; Nanotechnology; Metal; Computational chemistry; Organic chemistry; Photocatalysis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004995309,0.0001173977,0.0001605225,0.00004202804,0.00009750589,0.0001020543,0.0004274381,0.00004868465,0.00004450323],"category_scores_gemma":[0.0007721163,0.00008914705,0.00004238712,0.0001776049,0.00007606966,0.0002628984,0.0001546775,0.0001670005,0.00002451624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002199628,"about_ca_system_score_gemma":0.00005398787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007802748,"about_ca_topic_score_gemma":7.759041e-7,"domain_scores_codex":[0.9987641,0.00001122472,0.0004031334,0.0001753435,0.0003536409,0.0002925634],"domain_scores_gemma":[0.9993874,0.0001049359,0.000187733,0.0001344012,0.00006203554,0.000123494],"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":[0.00003870756,0.000009768305,0.0000224258,0.00004444618,0.000001806653,0.000002721895,0.0002812787,0.004745935,0.9943944,0.0001705229,0.00003506076,0.0002529453],"study_design_scores_gemma":[0.0002023191,0.0000344919,0.0002052374,0.00005301839,0.000005207045,0.00004145895,0.00007160948,0.01488513,0.9839559,0.0001244291,0.0003220316,0.00009920873],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962817,0.0001541382,0.002919739,0.0002253016,0.000257558,0.00007715599,0.000008975204,0.00003173124,0.00004368796],"genre_scores_gemma":[0.998787,0.00001274737,0.0009598212,0.00005236121,0.0001582876,0.000008443506,0.000005741222,0.0000112098,0.000004365023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01043853,"threshold_uncertainty_score":0.3635311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005419358574122182,"score_gpt":0.1975358607443709,"score_spread":0.1921165021702487,"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."}}