{"id":"W4401816105","doi":"10.1016/j.cej.2024.154874","title":"Tuning the size and spatial distribution of Pt in bifunctional Pt-zeolite catalysts for direct coupling of ethane and benzene","year":2024,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Zeolite Catalysis and Synthesis","field":"Chemistry","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Light Source (Canada)","funders":"ShanXi Science and Technology Department; Tsinghua University; National Natural Science Foundation of China","keywords":"Bifunctional; Zeolite; Catalysis; Benzene; Coupling (piping); Materials science; Bifunctional catalyst; Distribution (mathematics); Chemical engineering; Chemistry; Organic chemistry; Composite material; Engineering; Mathematics","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":[0.0003178683,0.0001053192,0.0002265798,0.00003746793,0.00002304956,0.00003121864,0.0000687576,0.00008108149,0.00001490641],"category_scores_gemma":[0.0005939744,0.00007955605,0.00008673948,0.00009933485,0.00004390605,0.00005374333,0.0000353008,0.0002312318,7.469825e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004786199,"about_ca_system_score_gemma":0.00002481096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001888134,"about_ca_topic_score_gemma":6.328255e-7,"domain_scores_codex":[0.9992694,0.000002238128,0.0003175219,0.0001312254,0.0001359545,0.0001436698],"domain_scores_gemma":[0.9990256,0.0007228278,0.00006252259,0.00007831545,0.00004802305,0.00006275743],"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":[0.00003429971,0.00001387928,0.0004237257,0.0004544504,0.00007902589,0.000003196714,0.0001272488,0.001281783,0.9951493,0.00005750491,0.00002046564,0.002355127],"study_design_scores_gemma":[0.0003207023,0.000008955553,0.001238218,0.0005440154,0.00008701217,0.00008400199,0.00004256348,0.1680743,0.8290487,0.00005802801,0.0003833285,0.0001102363],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911972,0.003317269,0.005179227,0.00009257404,0.00006618926,0.00002753055,0.00007648017,0.00001358649,0.00002988681],"genre_scores_gemma":[0.9993742,0.0001104647,0.000247144,0.000001784229,0.0001958609,0.00000552871,0.00003602904,0.00001347746,0.00001553684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1667925,"threshold_uncertainty_score":0.3244202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006988786711479618,"score_gpt":0.2068685560190718,"score_spread":0.1998797693075921,"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."}}