{"id":"W4416299694","doi":"10.1002/adfm.202524233","title":"Aluminum‐Rich Molecular Sieve Interface Regulating Electron‐Enriched Mn‐O‐Ce Active Sites for Environmental Catalysis","year":2025,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Key Technologies Research and Development Program; Science and Technology Commission of Shanghai Municipality; National Natural Science Foundation of China","keywords":"Catalysis; Active site; Adsorption; Molecular sieve; Oxide; Electron transfer; Molecule; Zeolite","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006964019,0.0003990877,0.0005487419,0.0001704792,0.0002906293,0.0002421093,0.000561678,0.0001421062,0.001783495],"category_scores_gemma":[0.0007421949,0.0004067646,0.0001050671,0.0003712521,0.0002850559,0.0008021103,0.0003771924,0.00008546558,0.0002050658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003985018,"about_ca_system_score_gemma":0.0001631235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009928359,"about_ca_topic_score_gemma":0.000004112399,"domain_scores_codex":[0.9969948,0.0001004038,0.0007080031,0.001032109,0.0004743272,0.0006903475],"domain_scores_gemma":[0.9983801,0.0004172628,0.000407322,0.0005661446,0.0001337957,0.00009538894],"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":[0.0006684923,0.00008915881,0.00001227322,0.0001031478,0.00004503461,0.000002351546,0.00008768766,0.001514905,0.9954484,0.001165223,0.0003016858,0.0005616558],"study_design_scores_gemma":[0.0007502107,0.0001208365,0.0004037858,0.00004945047,0.0001018318,0.00001764334,0.0002406465,0.00006945751,0.9908312,0.006341408,0.000675922,0.0003976336],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616089,0.0002670198,0.03431658,0.0002187856,0.001763455,0.0006652042,0.0004871881,0.0001611386,0.0005116693],"genre_scores_gemma":[0.9882925,0.00001436227,0.00837229,0.0003224309,0.0001512854,0.0004994226,0.0004581835,0.00004350658,0.001846082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02668348,"threshold_uncertainty_score":0.9998384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007306642793941542,"score_gpt":0.2596730429027187,"score_spread":0.2523664001087771,"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."}}