{"id":"W2795161684","doi":"10.3390/fermentation4020024","title":"Effect of Sludge Concentration and Crude Glycerol Matrix as a Substrate on the Production of Single-Cell Oil by Oleaginous Yeast Yarrowia lipolytica SKY7","year":2018,"lang":"en","type":"article","venue":"Fermentation","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Yarrowia; Glycerol; Wastewater; Biodiesel; Fermentation; Pulp and paper industry; Cellulosic ethanol; Biodiesel production; Chemistry; Raw material; Biofuel; Cellulose; Waste management; Food science; Yeast; Biochemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001857868,0.00009409797,0.00008914227,0.00001556248,0.00004203294,0.00001058927,0.00004270912,0.00005861149,0.000009790518],"category_scores_gemma":[0.00006536491,0.00007148269,0.00002584006,0.00006963001,0.00009294209,0.000006170112,0.00000958068,0.00003607485,0.000005288317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009873741,"about_ca_system_score_gemma":0.00001312449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002253657,"about_ca_topic_score_gemma":0.000002005358,"domain_scores_codex":[0.9994053,0.00007024253,0.0001557915,0.0001916512,0.00008718205,0.00008983758],"domain_scores_gemma":[0.9996541,0.000004754885,0.000113564,0.0001432223,0.00006407453,0.00002024664],"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":[0.0003253843,0.00005656554,0.0001324399,0.00007072336,0.00001607755,5.200961e-8,0.0001291518,0.00001300806,0.9959047,0.00002078401,0.0005418921,0.002789255],"study_design_scores_gemma":[0.0003372767,0.001496421,0.000596969,0.00002636855,0.00003486614,0.000005612945,0.00003334789,0.00001673294,0.9968893,0.000003108901,0.000495397,0.00006459894],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989226,0.0001814605,0.0000554492,0.0001311954,0.000301857,0.0001728391,0.00001048535,0.000007883305,0.0002161833],"genre_scores_gemma":[0.9988543,0.00009096742,0.00004221594,0.00002144115,0.0002383044,0.00001011933,0.00007411442,0.000009629558,0.0006588728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002724656,"threshold_uncertainty_score":0.2914979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004718490510116389,"score_gpt":0.2293059091381026,"score_spread":0.2245874186279862,"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."}}