{"id":"W1858034647","doi":"10.3968/j.est.1923847920110201.672","title":"Reaction Kinetics of Transesterification Between Palm Oil and Methanol under Subcritical Conditions","year":2011,"lang":"en","type":"article","venue":"Energy science and technology","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biodiesel; Transesterification; Methanol; Biodiesel production; Chemistry; Kinetics; Activation energy; Organic chemistry; Palm oil; Chromatography; Catalysis; Food science; Physics","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":[0.0000623984,0.00004589637,0.000063968,0.0002034103,0.00005843225,0.000005301388,0.00006903681,0.00007481943,0.000005908709],"category_scores_gemma":[0.00001486906,0.00004546131,0.000005096751,0.0004874497,0.0008923042,0.00008616543,0.00001141749,0.00005407927,0.00000107515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008920955,"about_ca_system_score_gemma":0.000007625626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001544157,"about_ca_topic_score_gemma":0.00001105418,"domain_scores_codex":[0.9996181,0.000003581469,0.00009680074,0.0001298472,0.00005849102,0.00009318467],"domain_scores_gemma":[0.9997496,0.000009731943,0.00001300471,0.000126545,0.00006976561,0.00003134838],"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":[4.449983e-7,0.00001369787,0.0003176606,0.000006378029,0.000004380615,8.166275e-8,0.00004854324,0.000001452639,0.6792797,0.2930653,0.00001310199,0.02724922],"study_design_scores_gemma":[0.0000951701,0.00005157837,0.01810295,0.00000607651,0.00001978588,0.00001939004,0.0003074067,0.0001806376,0.9548752,0.01976763,0.006473938,0.0001001992],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777533,0.0002395575,0.01394129,0.001861298,0.00008557841,0.00002472246,0.00001087354,0.0002740523,0.005809271],"genre_scores_gemma":[0.9982924,0.0002647795,0.001360478,0.00001319806,0.000008617989,0.00001606222,0.000002757792,0.000003551267,0.00003816286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2755955,"threshold_uncertainty_score":0.3287732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02869163092453037,"score_gpt":0.237727600058164,"score_spread":0.2090359691336336,"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."}}