{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003908147,0.0007607076,0.0005623986,0.0003224119,0.0001862155,0.0008601053,0.0003501245,0.0004348997,0.0008001263],"category_scores_gemma":[0.0007037893,0.0003335509,0.0003691479,0.0004562422,0.0002449067,0.0004540306,0.0003883618,0.0006038584,0.0003324131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003077569,"about_ca_system_score_gemma":0.0004413743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001863419,"about_ca_topic_score_gemma":0.002548139,"domain_scores_codex":[0.9995034,0.0001313516,0.00009584347,0.00007969593,0.000109961,0.00007980415],"domain_scores_gemma":[0.9994152,0.0002299921,0.0001200631,0.0000339349,0.00009760205,0.0001032358],"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":[0.0008221468,0.0002481012,0.0006053263,0.0001104481,0.00002636882,0.00009138699,0.00005680573,0.0004770298,0.9953417,0.00003092524,0.00003708488,0.002152771],"study_design_scores_gemma":[0.00001542477,0.001115401,0.002234961,0.00001496822,0.0000350601,0.00003724121,0.00008685945,0.0009101504,0.9951614,0.00001294974,0.0003632619,0.00001227597],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982173,0.0005895384,0.0003204464,0.00005268377,0.00002528022,0.00001620341,0.0001581226,0.00002252951,0.0005979615],"genre_scores_gemma":[0.9975752,0.0004544575,0.001063882,0.0000247677,0.000005947196,0.00001529775,0.0002360948,0.00001396606,0.0006102862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001863419,"threshold_uncertainty_score":0.003705144,"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."}}