{"id":"W4296008632","doi":"10.1016/j.cep.2022.109139","title":"Numerical investigation of the ultrasound-assisted biodiesel transesterification with a polyalcohol","year":2022,"lang":"en","type":"article","venue":"Chemical Engineering and Processing - Process Intensification","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Lubricant; Multiphysics; Materials science; Transesterification; Biodiesel; Turbulence; Ultrasound; Composite material; Analytical Chemistry (journal); Finite element method; Mechanics; Acoustics; Chemistry; Methanol; Thermodynamics; Chromatography; Organic chemistry","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":[0.0001816388,0.0002534878,0.0003618673,0.0003721591,0.0004193748,0.0005310255,0.0004586413,0.001071221,0.003016086],"category_scores_gemma":[0.001004332,0.0002163133,0.0004036135,0.0004144409,0.0006308498,0.0004528576,0.0002996906,0.0003925186,0.0001706821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000352321,"about_ca_system_score_gemma":0.0004186113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005119715,"about_ca_topic_score_gemma":0.003165075,"domain_scores_codex":[0.9999205,0.00001460098,0.000004258621,0.00001370836,0.00002704757,0.000019818],"domain_scores_gemma":[0.9995352,0.0002874339,0.0000542545,0.00002259827,0.00007582337,0.00002474393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002719259,0.0002252003,0.002220885,0.0002498587,0.00003555802,0.0003822024,0.0001114318,0.9319541,0.05333317,0.004115475,0.0003024038,0.006797739],"study_design_scores_gemma":[0.00002075411,0.0000658524,0.0008685288,0.000006011701,0.000009936814,0.00002891131,0.00003843368,0.9933429,0.005174363,0.0001775373,0.0002568081,0.000009831879],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696908,0.0003278066,0.01301482,0.0002186407,0.00006231415,0.00004200509,0.0001385144,0.00007136331,0.01643376],"genre_scores_gemma":[0.9944065,0.00009688211,0.002986056,0.00002574247,0.000006799708,0.00002270788,0.00004539396,0.00001093842,0.002399107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005119715,"threshold_uncertainty_score":0.01017982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01420119919201852,"score_gpt":0.2020299905222107,"score_spread":0.1878287913301922,"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."}}