{"id":"W2954360348","doi":"10.1002/cjce.23584","title":"Production of 2,3‐butanediol from diverse saccharides via fermentation","year":2019,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre National en Électrochimie et en Technologies Environnementales; Université de Sherbrooke","funders":"","keywords":"Lactose; Fermentation; Galactose; Monosaccharide; Yield (engineering); Escherichia coli; 2,3-Butanediol; Food science; Strain (injury); Chemistry; Corn steep liquor; Biochemistry; Biology; Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001259461,0.00006819962,0.0001000869,0.00004512299,0.00001453498,0.000007990767,0.0001157187,0.00005611303,0.00001933142],"category_scores_gemma":[0.00009508006,0.0000539336,0.00005407296,0.00006515814,0.00002200551,0.000006687297,0.000008453645,0.0001003252,0.000002387807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002928183,"about_ca_system_score_gemma":0.00006887136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005881381,"about_ca_topic_score_gemma":0.00003210113,"domain_scores_codex":[0.9995752,0.00000688208,0.0001667782,0.00007975636,0.00007031227,0.0001010799],"domain_scores_gemma":[0.9996392,0.000002554528,0.00008060825,0.000121099,0.00008064995,0.00007591209],"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":[0.00001055146,0.000002936979,0.0003090171,0.00001131966,0.00003567828,4.428322e-7,0.00005403751,0.007258612,0.991581,0.00000864809,0.0001210676,0.000606753],"study_design_scores_gemma":[0.0001162484,0.0000301607,0.0007873056,0.00002891568,0.00002059038,0.0000411188,0.0000118951,0.0001746466,0.9978516,0.00001399172,0.0008609621,0.00006259381],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982464,0.0003120381,0.0003757159,0.0001196674,0.000875261,0.00005647191,0.000004759724,0.000002269556,0.000007379398],"genre_scores_gemma":[0.9988903,0.000008455967,0.0004300782,0.00001354931,0.000595991,5.468536e-7,0.00001048022,0.00000885849,0.00004169251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007083966,"threshold_uncertainty_score":0.2199348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004436812917436948,"score_gpt":0.1772456850965577,"score_spread":0.1728088721791207,"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."}}