{"id":"W4409312298","doi":"10.1007/s10562-025-05002-y","title":"Ag/Eggshell Nanocatalyst for Sustainable Ethylbenzene Oxidation: Synthesis, Characterization, and Performance","year":2025,"lang":"en","type":"article","venue":"Catalysis Letters","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Northern British Columbia","funders":"Shiraz University of Medical Sciences","keywords":"Ethylbenzene; Chemistry; Organometallic chemistry; Characterization (materials science); Catalysis; Eggshell; Chemical engineering; Nanotechnology; Organic chemistry; Ecology","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":[0.001027712,0.0002446588,0.0003691557,0.0002710647,0.000527139,0.0004807252,0.0006406691,0.00008127223,0.0001009311],"category_scores_gemma":[0.0006524421,0.0002375612,0.00006447206,0.0006778559,0.0003074796,0.001168341,0.0002657357,0.00005898208,0.00006170447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001419384,"about_ca_system_score_gemma":0.0001350817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003523059,"about_ca_topic_score_gemma":0.000003641441,"domain_scores_codex":[0.9980022,0.00004126686,0.0004625623,0.0007069034,0.0002568437,0.0005302099],"domain_scores_gemma":[0.9985721,0.0002311217,0.0002171167,0.0006312075,0.0002634251,0.00008500249],"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":[0.00004251735,0.00002447953,0.0003214532,0.0005679232,0.00001589512,0.000003248432,0.0001632034,0.00002568344,0.9957199,0.0004708481,0.0009334325,0.001711482],"study_design_scores_gemma":[0.0002221453,0.00001609887,0.002246049,0.0000715675,0.000117883,0.000008518007,0.0001503408,0.0003224908,0.9855128,0.00007466606,0.01098707,0.0002703791],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9681305,0.0001153573,0.02762428,0.003027209,0.0003528465,0.000429541,0.00002999311,0.0001147975,0.0001754626],"genre_scores_gemma":[0.9946414,0.00005382154,0.001168517,0.001667545,0.0001069551,0.0003572943,0.0002181496,0.00002070822,0.001765608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02651089,"threshold_uncertainty_score":0.9687466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005605020453430247,"score_gpt":0.2214210657648915,"score_spread":0.2158160453114613,"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."}}