{"id":"W2794071647","doi":"10.1007/s12649-018-0221-1","title":"Enzymatic Conversion of Glycerol to 2,3-Butanediol and Acetoin by Serratia proteamaculans SRWQ1","year":2018,"lang":"en","type":"article","venue":"Waste and Biomass Valorization","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Glycerol; Acetoin; Food science; Biotransformation; Chemistry; Bioconversion; Butanediol; Biodiesel; Fermentation; Biochemistry; Enzyme; 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":[0.000323181,0.0008982183,0.0004678738,0.0002996043,0.0001604015,0.0005391008,0.0002898899,0.0002867332,0.000456831],"category_scores_gemma":[0.0002939319,0.0002000404,0.0005175938,0.0003850998,0.0002098121,0.0003525419,0.0004307892,0.0005528319,0.0004882607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003069671,"about_ca_system_score_gemma":0.0004007348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002429803,"about_ca_topic_score_gemma":0.002149184,"domain_scores_codex":[0.9997502,0.00003153958,0.00003143304,0.00004546656,0.00007827052,0.00006304761],"domain_scores_gemma":[0.9998596,0.00002736839,0.00003047579,0.00002268218,0.00003780675,0.00002206189],"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":[0.0001207726,0.00006851462,0.000444174,0.00003496436,0.000007024506,0.00006618985,0.00001960702,0.0002100071,0.9966388,0.00005864436,0.00003933627,0.002291917],"study_design_scores_gemma":[0.000009522597,0.0002332834,0.003476528,0.000005363459,0.0000152073,0.000168856,0.00005972177,0.001074272,0.9939985,0.00003770663,0.0009126271,0.000008530817],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966787,0.0004716045,0.001648778,0.00007673164,0.00003302347,0.00002161421,0.0003153778,0.00006364997,0.0006905908],"genre_scores_gemma":[0.9924052,0.0003663321,0.002983514,0.00003787818,0.000007243593,0.00001969037,0.00156374,0.00003836348,0.002578041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002429803,"threshold_uncertainty_score":0.004831254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003825846969670361,"score_gpt":0.202872820701387,"score_spread":0.1990469737317166,"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."}}