{"id":"W4285282874","doi":"10.2139/ssrn.4158163","title":"Surface Tailoring on Srmno3@Smmn2o5 for Boosting the Performance in Diesel Oxidation Catalyst","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Catalysis; Adsorption; Chemistry; Covalent bond; X-ray photoelectron spectroscopy; Thermal stability; Inorganic chemistry; Amorphous solid; Calcination; Perovskite (structure); Chemical engineering; Physical chemistry; Crystallography; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006147982,0.0002301909,0.0001944322,0.000127908,0.0001247272,0.0002131573,0.0002863281,0.0002298676,0.001312535],"category_scores_gemma":[0.0001080161,0.0001078719,0.0001938217,0.0001324617,0.000108898,0.0001542417,0.0001850286,0.0002361315,0.0003647213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001795916,"about_ca_system_score_gemma":0.00008751576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000679625,"about_ca_topic_score_gemma":0.001831483,"domain_scores_codex":[0.99994,0.00000499249,0.000004354486,0.00001232008,0.00001857653,0.00001966632],"domain_scores_gemma":[0.9999709,0.000003448581,0.000007028366,0.000003213077,0.00000792316,0.000007571588],"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":[0.0001349867,0.000024212,0.0001883775,0.00009437718,0.000007877108,0.00005301664,0.00002186797,0.0002748119,0.9954691,0.0001167327,0.0001666857,0.003447944],"study_design_scores_gemma":[0.00001183344,0.0001745427,0.001152193,0.000005211781,0.00001580333,0.00003706863,0.00003251086,0.002975743,0.9941428,0.00002960881,0.001416316,0.000006428907],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968201,0.0003189328,0.00116666,0.00005724146,0.00003432348,0.00001173799,0.00006816963,0.0001055543,0.001417197],"genre_scores_gemma":[0.9985551,0.00009827195,0.0005348588,0.00002440655,0.000005330928,0.000006610814,0.00005904912,0.00001469936,0.0007015457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001312535,"threshold_uncertainty_score":0.004390836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01495153517844192,"score_gpt":0.2535955642020766,"score_spread":0.2386440290236347,"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."}}