{"id":"W2314743580","doi":"10.1021/ie300486v","title":"Continuous Synthesis and in Situ Monitoring of Biodiesel Production in Different Microfluidic Devices","year":2012,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; National Institute for Nanotechnology","funders":"Laboratório Nacional de Luz Síncrotron","keywords":"Microreactor; Biodiesel; Transesterification; Microchannel; Biodiesel production; Materials science; Chemical engineering; Catalysis; Chemistry; Nanotechnology; Organic chemistry","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":[0.0004796471,0.0005427165,0.0002607111,0.0004125636,0.000172764,0.0003957564,0.0004099135,0.0003434347,0.0004237363],"category_scores_gemma":[0.0005361972,0.0002372445,0.0002786795,0.0002626757,0.0003124638,0.0004753507,0.0004145871,0.0003284042,0.0001338436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003845555,"about_ca_system_score_gemma":0.0002037374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003434056,"about_ca_topic_score_gemma":0.0004725226,"domain_scores_codex":[0.9996642,0.00003736284,0.00002862469,0.0001446681,0.00007947489,0.00004573518],"domain_scores_gemma":[0.9996879,0.00009326524,0.0001098326,0.00003069162,0.00005854127,0.0000197813],"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":[0.00004213207,0.000007754179,0.0001546258,0.00004389469,0.00000445392,0.00002045268,0.000021044,0.00008876329,0.9971611,0.00007983833,0.00001690004,0.002359109],"study_design_scores_gemma":[0.000003102677,0.00005270641,0.0004294316,0.000001936853,0.000007506878,0.00002808758,0.00001023923,0.0008923557,0.998073,0.00001483913,0.0004809871,0.000005787477],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9400706,0.002996857,0.05478521,0.00009177595,0.000098736,0.0000680175,0.000359629,0.0004308331,0.001098449],"genre_scores_gemma":[0.9351518,0.001755591,0.06119638,0.00005274308,0.00002913772,0.0001400586,0.00015028,0.00002972865,0.00149438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005427165,"threshold_uncertainty_score":0.002790153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08030173446536099,"score_gpt":0.3028049765820943,"score_spread":0.2225032421167333,"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."}}