{"id":"W2473844712","doi":"10.1007/s12010-016-2189-2","title":"Elucidating the Effect of Glycerol Concentration and C/N Ratio on Lipid Production Using Yarrowia lipolytica SKY7","year":2016,"lang":"en","type":"article","venue":"Applied Biochemistry and Biotechnology","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":68,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Glycerol; Yarrowia; Chemistry; Biodiesel production; Food science; Biomass (ecology); Biodiesel; Molar ratio; Biochemistry; Yeast; Biology; Catalysis","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":[0.0003802197,0.0005668395,0.0004370179,0.0002633146,0.0002114117,0.0005628776,0.0003912286,0.0004052198,0.000595373],"category_scores_gemma":[0.0004000958,0.0002806267,0.0003436846,0.0003459101,0.0002703232,0.0005763692,0.0003569487,0.0006111751,0.000287702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004128788,"about_ca_system_score_gemma":0.0004150712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002287343,"about_ca_topic_score_gemma":0.002644505,"domain_scores_codex":[0.9997353,0.00004268828,0.00003972926,0.00006095786,0.00006585154,0.00005543263],"domain_scores_gemma":[0.9996699,0.0001462545,0.00006581057,0.00003145426,0.00004488126,0.00004167247],"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":[0.0001404446,0.00002688097,0.0001548065,0.0000193254,0.000003036185,0.00001637497,0.000006075195,0.00004426477,0.9990132,0.000008035815,0.000006554533,0.0005610675],"study_design_scores_gemma":[0.00000480498,0.00008717908,0.001522766,0.00000230008,0.00001096469,0.00001436339,0.00001329883,0.0004335016,0.9977524,0.000006965111,0.0001474659,0.000004151872],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972276,0.0007030762,0.001118299,0.00008812242,0.00001633032,0.00001853366,0.0002800391,0.00004385293,0.0005041779],"genre_scores_gemma":[0.9963811,0.0005352598,0.001712932,0.00005435735,0.000005966251,0.00002920119,0.0003451169,0.00002842682,0.000907708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002287343,"threshold_uncertainty_score":0.004548013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003507912421979844,"score_gpt":0.2003944436388329,"score_spread":0.196886531216853,"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."}}