{"id":"W2751493073","doi":"10.1016/j.procbio.2017.08.017","title":"Biotransformation of biodiesel-derived crude glycerol using newly isolated bacteria from environmental consortia","year":2017,"lang":"en","type":"article","venue":"Process Biochemistry","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Lakehead University","funders":"Lakehead University","keywords":"Glycerol; Biodiesel; Biotransformation; Biodiesel production; Bioprocess; Food science; Chemistry; Pulp and paper industry; Biotechnology; Biology; Biochemistry; 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":[0.0003790285,0.0008567962,0.0004168305,0.0003951919,0.0002637556,0.0006580232,0.000393129,0.0003442038,0.0004004625],"category_scores_gemma":[0.0004645794,0.0002061163,0.0004647268,0.0004446647,0.0002445574,0.0004784567,0.0008286653,0.0006137289,0.0003618047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003464742,"about_ca_system_score_gemma":0.0006354074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00170999,"about_ca_topic_score_gemma":0.002144377,"domain_scores_codex":[0.9996414,0.00005324123,0.00003197593,0.0000553065,0.0001189645,0.0000991633],"domain_scores_gemma":[0.9998465,0.00003358097,0.00001863705,0.00002108727,0.00004126317,0.00003904819],"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":[0.0001804443,0.00007701726,0.0008643376,0.00003432138,0.00001131207,0.00009964217,0.00003421452,0.0002117519,0.9951095,0.00007065404,0.000013131,0.0032937],"study_design_scores_gemma":[0.00001261857,0.0001792477,0.001831633,0.000004077886,0.00002745664,0.0001190065,0.00006175475,0.0007173563,0.996707,0.00003689792,0.0002966861,0.000006292614],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99665,0.0002191293,0.002235609,0.0000703095,0.00002397395,0.00002618447,0.0001778573,0.00003487417,0.000562021],"genre_scores_gemma":[0.9930541,0.0003829765,0.004562149,0.00001824375,0.000008226642,0.00002682948,0.0007089102,0.00002140755,0.001217155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00170999,"threshold_uncertainty_score":0.003400087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008390315924550631,"score_gpt":0.2369000107855533,"score_spread":0.2285096948610027,"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."}}