{"id":"W2284929535","doi":"10.18331/brj2016.3.2.5","title":"Lipase immobilized on polydopamine-coated magnetite nanoparticles for biodiesel production from soybean oil","year":2016,"lang":"en","type":"article","venue":"Biofuel Research Journal","topic":"Enzyme Catalysis and Immobilization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Lipase; Methanol; Soybean oil; Biodiesel; Transesterification; Biodiesel production; Chemistry; Magnetic nanoparticles; Yield (engineering); Catalysis; Immobilized enzyme; Nanoparticle; Organic chemistry; Materials science; Enzyme; Nanotechnology; Food science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001317128,0.0001629968,0.00015978,0.0001875917,0.0003624847,0.0001340642,0.000270724,0.0001435499,0.0001071476],"category_scores_gemma":[0.002186165,0.0001056092,0.0001409582,0.0002222172,0.0002193446,0.00002098442,0.00008461345,0.0001550602,0.00006197964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006323883,"about_ca_system_score_gemma":0.0001703447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001685738,"about_ca_topic_score_gemma":0.00002415968,"domain_scores_codex":[0.9979789,0.00027177,0.000338142,0.0004751166,0.0004227809,0.0005132436],"domain_scores_gemma":[0.998413,0.00009539855,0.0001146206,0.0004251333,0.0007355812,0.0002162573],"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":[0.0008433524,0.0001844336,0.0004077301,0.00001388139,0.00005249505,0.000002676017,0.00002467638,0.000002031735,0.9608351,0.00002637854,0.009707708,0.02789954],"study_design_scores_gemma":[0.001396836,0.0009984045,0.0004936642,0.00007878898,0.00001416079,0.00001494755,0.00007704861,0.00001675031,0.9443459,0.0003083278,0.05209634,0.0001588175],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950786,0.001852975,0.0002535597,0.002045187,0.0003148188,0.0001967946,0.0001036662,0.00001421126,0.0001401443],"genre_scores_gemma":[0.9895889,0.002024364,0.0003804069,0.0000718224,0.001371713,0.00007736892,0.0001457484,0.00003603624,0.006303662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04238864,"threshold_uncertainty_score":0.4306618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04923424195749864,"score_gpt":0.3333166580542242,"score_spread":0.2840824160967256,"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."}}