{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008169185,0.0002952379,0.0002295656,0.0001276423,0.00008423306,0.0001610245,0.0001980076,0.0001210023,0.0003684365],"category_scores_gemma":[0.0001048427,0.00009855904,0.0001978478,0.0001449185,0.0001787298,0.000166873,0.0002084343,0.0002461385,0.0001360729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002315517,"about_ca_system_score_gemma":0.0001552511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001055785,"about_ca_topic_score_gemma":0.003237243,"domain_scores_codex":[0.9999119,0.000006631207,0.000007059031,0.00002406836,0.00002610416,0.00002427143],"domain_scores_gemma":[0.9999682,0.000004187498,0.00001355529,0.0000036472,0.000005505114,0.000004959384],"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":[0.00006024803,0.00001175732,0.0002880818,0.00002944072,0.00000805104,0.00001984705,0.00001014925,0.0001920338,0.9962167,0.00004041534,0.00001202774,0.00311116],"study_design_scores_gemma":[0.000002251331,0.00009484712,0.001504599,0.000001292222,0.000008089931,0.00002054042,0.00000744863,0.001016329,0.9968764,0.00001013359,0.0004557307,0.000002295809],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945261,0.0003702558,0.004391566,0.0000127478,0.000005934144,0.0000159327,0.00007325527,0.00005972971,0.0005443854],"genre_scores_gemma":[0.9959491,0.0002587736,0.003084315,0.00000910335,0.000001743696,0.000009314484,0.00006863124,0.00001042114,0.0006085864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001055785,"threshold_uncertainty_score":0.002099276,"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."}}