{"id":"W4414960083","doi":"10.1021/acssuschemeng.5c04263","title":"Catalytic Upgrading of Oleic Acid to Aromatic Hydrocarbons by Tandem Deoxygenation and Aromatization over MoO<sub>3</sub>/HZSM-5","year":2025,"lang":"en","type":"article","venue":"ACS Sustainable Chemistry & Engineering","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; Western University","keywords":"Deoxygenation; Catalysis; Oleic acid; Yield (engineering); Petrochemical; Aromatization; Tandem; Selectivity","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001193173,0.0002556301,0.0003366102,0.0001778054,0.00008992898,0.00006357413,0.0001142779,0.0001092002,0.000001584246],"category_scores_gemma":[0.0002257228,0.000312686,0.00005143876,0.0009573945,0.00002042546,0.0001909373,0.00009565499,0.0001185215,0.000001350042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002709257,"about_ca_system_score_gemma":0.00003608479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004504293,"about_ca_topic_score_gemma":7.727752e-7,"domain_scores_codex":[0.9988021,0.000004560855,0.0004001906,0.0002623541,0.000176987,0.0003538507],"domain_scores_gemma":[0.9994797,0.0000578472,0.00005617478,0.0002626277,0.00005611393,0.00008759282],"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":[0.000001514317,0.00001483628,0.0001773046,0.0009647938,0.0001383317,0.000004346537,0.0002962402,0.05014321,0.9472416,0.0001063005,0.0006829058,0.0002286235],"study_design_scores_gemma":[0.0002558176,0.000004227353,0.0005234894,0.000136903,0.00007687102,0.000004436854,0.0003817579,0.05928541,0.9383028,0.0002404681,0.000529872,0.0002579945],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9561079,0.001664503,0.04057403,0.00006546876,0.00005006826,0.0001857901,0.000008404883,0.0002558967,0.001087927],"genre_scores_gemma":[0.9991162,0.000195519,0.0001366913,0.00001442998,0.00002730806,0.00006171216,0.0000838757,0.00004273388,0.0003215094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04300831,"threshold_uncertainty_score":0.9999325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001983716320479832,"score_gpt":0.1764267069440743,"score_spread":0.1744429906235944,"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."}}