{"id":"W2353895738","doi":"","title":"Experimental Study on Catalytic Esterification of Bio-Oil Model","year":2009,"lang":"en","type":"article","venue":"","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Acetic acid; Catalysis; Ethanol; Chemistry; Molar ratio; Acid value; Organic chemistry; Nuclear chemistry; Biochemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003443691,0.00007399223,0.0001155956,0.00006569354,0.00002260839,0.00001122056,0.00005024863,0.00001451236,0.000007623349],"category_scores_gemma":[0.000002251938,0.00006528294,0.00002819676,0.0001033034,0.000008289354,0.00005107666,0.000006801004,0.00002144599,0.00001775535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001941194,"about_ca_system_score_gemma":0.000002606714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003038288,"about_ca_topic_score_gemma":0.000001409744,"domain_scores_codex":[0.9995794,0.000002933792,0.0001592877,0.00009322163,0.0001019276,0.00006322986],"domain_scores_gemma":[0.9997711,0.00000471677,0.00001680083,0.0001731522,0.00001631258,0.00001787179],"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":[0.00002560148,0.00200545,0.0005128885,0.00001909864,0.0001357457,0.00000118618,0.00769612,0.4211178,0.5593465,0.002720598,0.001228811,0.005190227],"study_design_scores_gemma":[0.0006308008,0.0003040348,0.007465425,0.00001061958,0.00003845529,5.987598e-7,0.002354572,0.3471125,0.6417608,0.00002988085,0.000054117,0.0002381814],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836105,0.00007991532,0.002259248,0.00002366582,0.00002467937,0.00005709038,0.000002926557,0.0001086757,0.01383331],"genre_scores_gemma":[0.9995233,0.000007395008,0.00008305407,0.00001943943,0.00001086793,0.000007951134,0.000008357029,0.000006777534,0.0003328416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08241428,"threshold_uncertainty_score":0.2662161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02706917250651828,"score_gpt":0.2667027692918367,"score_spread":0.2396335967853185,"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."}}