{"id":"W2148488733","doi":"10.1002/ente.201500186","title":"Heterogeneous Oil Transesterification in a Single‐Phase Liquid Mixture using a Co‐Solvent for Improved Biofuels Production","year":2015,"lang":"en","type":"article","venue":"Energy Technology","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Transesterification; Tetrahydrofuran; Methanol; Catalysis; Dichloromethane; Solvent; Acetone; Chemistry; Organic chemistry; Biodiesel; Chloroform; Heptane","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001898005,0.0004767221,0.0004337336,0.0005028421,0.0001895836,0.0004745081,0.0003129459,0.0003087838,0.0008041511],"category_scores_gemma":[0.0001798359,0.0002365825,0.0004125863,0.0003636338,0.0002267366,0.0004641721,0.0003481961,0.0004872514,0.0005213274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003108842,"about_ca_system_score_gemma":0.0003170641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006761869,"about_ca_topic_score_gemma":0.001507388,"domain_scores_codex":[0.999851,0.00001687467,0.00001214186,0.00003993943,0.00005254633,0.00002743317],"domain_scores_gemma":[0.9999031,0.00002105607,0.00002566288,0.00001058731,0.0000199838,0.00001964297],"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":[0.00002061842,0.00001788982,0.00003043048,0.00002154778,0.000002477635,0.00001885541,0.000002485343,0.0001016943,0.9989476,0.00003810844,0.00001202882,0.0007864137],"study_design_scores_gemma":[0.000009532774,0.00003957742,0.0001359489,0.000001763857,0.00000704848,0.00001557376,0.000002318184,0.001090489,0.998185,0.000007673925,0.0005032292,0.000001923358],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980599,0.001544939,0.01518762,0.0001001651,0.00007005371,0.00007313077,0.0001060531,0.0002272981,0.002091778],"genre_scores_gemma":[0.9859908,0.0007067915,0.01139411,0.00003226401,0.00002386598,0.00005765686,0.0001401206,0.00007000808,0.001584307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008041511,"threshold_uncertainty_score":0.002690196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03924195218850902,"score_gpt":0.2755738032666235,"score_spread":0.2363318510781145,"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."}}