{"id":"W4409742599","doi":"10.1002/cjce.25735","title":"In situ hydrolysis for dihydroxystearic acid production from catalytic epoxidation of oleic acid","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Oleic acid; Hydrolysis; Catalysis; In situ; Chemistry; Production (economics); Organic chemistry; Biochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001669307,0.00008559094,0.0001649714,0.0002263093,0.00002707153,0.00001654309,0.0001644642,0.00006272638,0.000004749969],"category_scores_gemma":[0.0001697699,0.00007701384,0.00006291909,0.0003919578,0.00002997145,0.0001028025,0.000005221953,0.0002054482,0.00000128446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002050632,"about_ca_system_score_gemma":0.00009009503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002729407,"about_ca_topic_score_gemma":0.0003389574,"domain_scores_codex":[0.999387,0.000004879413,0.0003173646,0.00007879377,0.00006826809,0.0001437068],"domain_scores_gemma":[0.9996207,0.00002669531,0.00005282025,0.0001566852,0.00006526554,0.00007785069],"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":[0.000003260187,0.000004750044,0.000017752,0.00005575818,0.00004996564,4.812223e-7,0.0001584426,0.03790377,0.9602092,0.0002108258,0.0006222336,0.0007635641],"study_design_scores_gemma":[0.0001681893,0.000003967343,0.0001563713,0.00006939554,0.00004310423,0.000007037781,0.00001572038,0.01535873,0.9824958,0.0004510712,0.001159325,0.00007132434],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98939,0.001235426,0.005800817,0.002685096,0.0005474049,0.0001912312,0.00001610041,0.00002221577,0.0001116954],"genre_scores_gemma":[0.9992265,0.000006661327,0.0005337177,0.00001838806,0.0001595081,0.00001380437,0.000008089932,0.00001113581,0.00002216917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02254503,"threshold_uncertainty_score":0.3140533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006658913950913617,"score_gpt":0.1919876333976053,"score_spread":0.1853287194466917,"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."}}