{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002328502,0.0007332192,0.0004393323,0.0002276501,0.0001320965,0.0005516399,0.0002001193,0.0003270388,0.0003701386],"category_scores_gemma":[0.0001519183,0.0001208552,0.0004039584,0.0004674771,0.0001093516,0.0004814336,0.0003382297,0.0004242559,0.000250868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003032774,"about_ca_system_score_gemma":0.0002555767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008069436,"about_ca_topic_score_gemma":0.001976249,"domain_scores_codex":[0.9998368,0.00002796901,0.00001463853,0.00003002621,0.00005110173,0.00003939943],"domain_scores_gemma":[0.9999391,0.000007785256,0.00001355368,0.000006480707,0.00001664576,0.00001637276],"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":[0.00004989271,0.00001996558,0.0001116916,0.00005553411,0.000005333738,0.00005372396,0.00000822356,0.0001240561,0.9986489,0.00002711934,0.000008231862,0.0008872984],"study_design_scores_gemma":[0.000005440661,0.0002092922,0.0007867045,0.000007812421,0.00001365906,0.00005094868,0.00002633044,0.0003980812,0.9972464,0.00002231132,0.001226631,0.000006452348],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899687,0.002522814,0.005382007,0.00007146869,0.00004914291,0.00006024193,0.0005194178,0.00004061839,0.001385579],"genre_scores_gemma":[0.9860986,0.002155005,0.00870664,0.00003783526,0.00001081799,0.0000301982,0.000942851,0.00002237108,0.001995699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008069436,"threshold_uncertainty_score":0.002200484,"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."}}