{"id":"W4402769652","doi":"10.1021/acsmaterialsau.4c00062","title":"Active Probing of a RuO<sub>2</sub>/CZ Catalyst Surface as a Tool for Bridging the Gap Between CO Oxidation Catalytic Tests in a Model and Realistic Exhaust Gas Stream","year":2024,"lang":"en","type":"article","venue":"ACS Materials Au","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Bridging (networking); Catalysis; Exhaust gas; Materials science; Chemical engineering; Nanotechnology; Environmental science; Computer science; Waste management; Chemistry; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002635294,0.0003577259,0.0006184272,0.0001606188,0.0002215669,0.0006713215,0.0006093586,0.0001326955,0.00001542241],"category_scores_gemma":[0.001014986,0.0002873252,0.00004697659,0.0004085442,0.0004436306,0.0009241944,0.0003416714,0.00009597742,0.00004535843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003253787,"about_ca_system_score_gemma":0.0006762244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001200336,"about_ca_topic_score_gemma":0.0001607504,"domain_scores_codex":[0.9970742,0.0001095509,0.0008780897,0.000834441,0.0004604493,0.0006432954],"domain_scores_gemma":[0.9980953,0.0007033747,0.0003823433,0.0005816051,0.0001491222,0.0000882319],"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":[0.0001031649,0.00003131799,0.00005038566,0.001130133,0.00001527464,0.00000874729,0.002072946,0.001107876,0.9942824,0.0006314334,0.00008787386,0.0004784224],"study_design_scores_gemma":[0.0003279698,0.00007890339,0.0005046698,0.0006530839,0.0001102072,0.00004676493,0.0001753505,0.002246185,0.9911066,0.004417905,0.000007490431,0.0003249015],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950924,0.00006549873,0.001164636,0.0002868696,0.0004050433,0.001366893,0.001444499,0.000119752,0.00005444055],"genre_scores_gemma":[0.9987668,0.00003366272,0.0004410768,0.0000315456,0.0001890627,0.000207344,0.0002516015,0.00005658476,0.00002236844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003786472,"threshold_uncertainty_score":0.9999579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02716115159179937,"score_gpt":0.2961407214473104,"score_spread":0.268979569855511,"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."}}