{"id":"W4280515338","doi":"10.21203/rs.3.rs-1581970/v1","title":"Origin of active sites on silica-magnesia catalysts and control of reactive environment in the one-step ethanol-to-butadiene process","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Catalysis and Oxidation Reactions","field":"Chemical Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"King Abdullah University of Science and Technology; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Ministerie van Economische Zaken","keywords":"1,3-Butadiene; Catalysis; Ethanol; Magnesium; Process (computing); Chemistry; Process engineering; Chemical engineering; Organic chemistry; Computer science; Engineering; Operating system","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":[0.0001075103,0.0003045459,0.0001943367,0.0001362721,0.0001063373,0.0002494508,0.0002012978,0.0002464957,0.000422278],"category_scores_gemma":[0.0001751104,0.0001702061,0.0001620095,0.0001051689,0.0002766773,0.0002040393,0.0002060066,0.0003283785,0.0001621356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002458083,"about_ca_system_score_gemma":0.0001189598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005572894,"about_ca_topic_score_gemma":0.002054065,"domain_scores_codex":[0.999905,0.000007723169,0.000008646801,0.0000234832,0.00003409937,0.0000209803],"domain_scores_gemma":[0.9999486,0.00001180557,0.00001622687,0.00000734326,0.000007068149,0.00000898386],"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":[0.00002815617,0.000007249606,0.0001096559,0.00003361173,0.00000373588,0.00003667286,0.00001817339,0.0001204406,0.9990134,0.0001543701,0.00000969043,0.0004648108],"study_design_scores_gemma":[0.000007040079,0.00006641704,0.0006837351,0.000001871301,0.000004152205,0.00002391919,0.0000138104,0.001108761,0.9976259,0.00002738509,0.00043403,0.000003051698],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963729,0.0004286488,0.00172593,0.00002624353,0.0000104564,0.00002053268,0.00005335,0.00003874021,0.001323152],"genre_scores_gemma":[0.9988397,0.0001454351,0.0006982366,0.000005565694,0.000002148819,0.000005909725,0.0000315764,0.000005015136,0.0002665226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005572894,"threshold_uncertainty_score":0.00178349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04475606175349693,"score_gpt":0.3554382764653896,"score_spread":0.3106822147118926,"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."}}