{"id":"W2086458980","doi":"10.1016/j.biotechadv.2014.08.003","title":"Oleaginous yeasts for biodiesel: Current and future trends in biology and production","year":2014,"lang":"en","type":"review","venue":"Biotechnology Advances","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":467,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; National Institute of Food and Agriculture; National Science Foundation; Consejo Nacional de Ciencia y Tecnología; BioFuelNet Canada; Office of Dietary Supplements; Fogarty International Center; U.S. Department of Energy","keywords":"Biodiesel; Biofuel; Biomass (ecology); Biodiesel production; Yeast; Biotechnology; Edible oil; Biology; Environmentally friendly; Biochemical engineering; Bioenergy; Environmental science; Food science; Ecology; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001225393,0.0002885128,0.000692254,0.0006476537,0.0000491033,0.00000829235,0.0001051011,0.0007888223,0.000003452398],"category_scores_gemma":[0.00002172175,0.0002288707,0.00006085077,0.0002978748,0.0002397789,0.00006569601,0.00004539876,0.0003993756,0.000004084176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003984936,"about_ca_system_score_gemma":0.000007579936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.622463e-7,"about_ca_topic_score_gemma":0.000007669066,"domain_scores_codex":[0.9989479,0.00002776585,0.0002631152,0.000504403,0.00002777299,0.0002290913],"domain_scores_gemma":[0.9996482,0.00001914662,0.00008553058,0.0002052072,0.00001302677,0.00002887271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002884591,0.00000897801,0.000006195215,0.007967413,0.00001612585,1.777401e-7,0.000007012273,2.977724e-7,0.00001552493,0.0002722418,0.0003000297,0.9914031],"study_design_scores_gemma":[0.0001302553,0.00006274616,0.000006309759,0.0004631628,0.0000520328,0.00004045957,0.00001483821,0.00001586019,0.0000750332,0.0002604256,0.9986336,0.0002452303],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003516935,0.9956192,0.00009100799,0.0008581756,0.002677934,0.0003605883,0.00002885317,0.0003114779,0.00001756164],"genre_scores_gemma":[0.00007074605,0.9985515,0.0005299182,0.000004410831,0.0006281279,0.00009277014,0.00007432494,0.00002326448,0.00002490292],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9983336,"threshold_uncertainty_score":0.9333078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01772229610394635,"score_gpt":0.3119044560880412,"score_spread":0.2941821599840948,"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."}}