{"id":"W2974299775","doi":"10.1016/j.biortech.2019.122155","title":"A review on variation in crude glycerol composition, bio-valorization of crude and purified glycerol as carbon source for lipid production","year":2019,"lang":"en","type":"review","venue":"Bioresource Technology","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":221,"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; Biodiesel production; Chemistry; Biodiesel; Organic chemistry; Fermentation; Chromatography; Biochemistry; Food science; 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":[0.000510929,0.0009987915,0.001296956,0.002915851,0.000164568,0.0009372619,0.0007438333,0.0006658159,0.002708873],"category_scores_gemma":[0.0007660022,0.0003042342,0.0005499531,0.003362615,0.0002640054,0.001057393,0.0005678897,0.0009244565,0.001229555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004609114,"about_ca_system_score_gemma":0.001045341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001072879,"about_ca_topic_score_gemma":0.002070874,"domain_scores_codex":[0.9998324,0.00002049456,0.0000327039,0.00003615969,0.00006591323,0.00001239859],"domain_scores_gemma":[0.9997206,0.0001391414,0.00005106146,0.000008137367,0.00006335984,0.00001760805],"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":[0.0001097904,0.00008801838,0.000169255,0.04359736,0.0001630278,0.0001842313,0.00003692738,0.0004245629,0.007031559,0.002042813,0.02126105,0.9248914],"study_design_scores_gemma":[0.00002178173,0.0001603327,0.001024278,0.004750865,0.0002824825,0.0006405122,0.0000408383,0.00007942157,0.00201171,0.0009083546,0.990046,0.00003348692],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000201642,0.998429,0.0002111202,0.0001113922,0.0001896771,0.000007096587,0.00006902953,0.000007963277,0.0007729569],"genre_scores_gemma":[0.0005760036,0.9982418,0.0003922038,0.0001213432,0.00008469389,0.000009049613,0.00008024004,0.00000225472,0.000492433],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002915851,"threshold_uncertainty_score":0.009062111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0147970889288423,"score_gpt":0.2750192120152493,"score_spread":0.260222123086407,"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."}}