{"id":"W2186516810","doi":"10.3303/cet1543072","title":"Transesterification of triglycerides in a new ultrasonic-assisted mixing device","year":2015,"lang":"en","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Methanol; Biodiesel; Transesterification; Mixing (physics); Ultrasonic sensor; Materials science; Catalysis; Biofuel; Chemical engineering; Ethanol; Chemistry; Organic chemistry; Waste management; Acoustics","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":[0.0003125158,0.0001764614,0.0002382737,0.0002877954,0.00003403235,0.00003957597,0.0002276046,0.0001551214,0.00001528926],"category_scores_gemma":[0.00007935415,0.0001943083,0.00006569942,0.0007433335,0.00004291654,0.0002151364,0.00001422733,0.0002160607,0.00001112731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002514948,"about_ca_system_score_gemma":0.0001704329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003301385,"about_ca_topic_score_gemma":0.002859299,"domain_scores_codex":[0.9988503,0.00003991022,0.00044372,0.0002170034,0.0001614477,0.0002875755],"domain_scores_gemma":[0.9991683,0.00003766549,0.00007794354,0.0004418906,0.00006901786,0.000205176],"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":[0.0002575408,0.0005809516,0.03223718,0.0003491455,0.0001206805,0.00001184276,0.004303298,0.04916395,0.6688193,0.01909725,0.01415197,0.2109069],"study_design_scores_gemma":[0.003360743,0.0001894278,0.2030341,0.0002687913,0.00009258104,0.0002122534,0.001551417,0.1861832,0.5376909,0.003182271,0.06292187,0.001312418],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5143657,0.002730709,0.4760514,0.003205891,0.0001514546,0.0008123321,0.00003546487,0.001136136,0.00151093],"genre_scores_gemma":[0.9568623,0.0001763878,0.04230992,0.0001322688,0.00006388874,0.0001646831,0.00002456038,0.00003790828,0.0002280471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4424966,"threshold_uncertainty_score":0.7923661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02881417518064282,"score_gpt":0.2428720219706069,"score_spread":0.2140578467899641,"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."}}