{"id":"W2519014421","doi":"10.1039/c6ra16382c","title":"Lipid production by Yarrowia lipolytica grown on biodiesel-derived crude glycerol: optimization of growth parameters and their effects on the fermentation efficiency","year":2016,"lang":"en","type":"article","venue":"RSC Advances","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Yarrowia; Glycerol; Biodiesel; Fermentation; Biodiesel production; Chemistry; Food science; Biofuel; Production (economics); Yeast; Biotechnology; Biochemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001180729,0.0001354636,0.0001052675,0.00003512593,0.00007503602,0.000009912945,0.00007073109,0.00005418642,0.000002211024],"category_scores_gemma":[0.000271165,0.000072019,0.00003227603,0.00008547294,0.00009909293,0.00001204683,0.00001587478,0.00003719709,0.00000156594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000101631,"about_ca_system_score_gemma":0.00000704483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003189778,"about_ca_topic_score_gemma":6.600666e-7,"domain_scores_codex":[0.999315,0.00005700452,0.0001294106,0.0002978965,0.00007496798,0.0001256719],"domain_scores_gemma":[0.9996369,0.00002340515,0.00009090015,0.0001739539,0.0000492871,0.00002555083],"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":[0.000132468,0.00004244848,0.00004713105,0.00003168459,0.00001723532,3.060885e-8,0.00004591482,0.000955112,0.9862581,0.00003851063,0.0002399217,0.01219148],"study_design_scores_gemma":[0.0002534055,0.0005938239,0.0001910575,0.00006122484,0.00000994036,0.000002103335,0.00002857321,0.00003893294,0.9977284,0.00002800383,0.0009623534,0.0001021655],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894109,0.000627367,0.008038945,0.001180473,0.0004041445,0.0002764353,0.00001312335,0.00001887486,0.00002971202],"genre_scores_gemma":[0.9968945,0.002061079,0.0006271162,0.00007618551,0.0001923197,0.00002546292,0.00002019644,0.00001185994,0.00009122117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01208931,"threshold_uncertainty_score":0.293685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004852796812946026,"score_gpt":0.2023173693354059,"score_spread":0.1974645725224598,"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."}}