{"id":"W2807553904","doi":"10.1038/s41598-017-18074-7","title":"Development of a high-throughput assay for rapid screening of butanologenic strains","year":2018,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ohio Agricultural Research and Development Center, Ohio State University; Wageningen University and Research; Center for Applied Plant Sciences, Ohio State University; University of Waterloo; Oregon State University","keywords":"Butanol; Alcohol dehydrogenase; Fermentation; High-throughput screening; Ethanol; Chemistry; Acetone; Chromatography; Biochemistry; Acetic acid; Alcohol","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002610125,0.001835926,0.001749028,0.002218134,0.0003877954,0.001309613,0.001420812,0.001104638,0.001593019],"category_scores_gemma":[0.001955123,0.0006758193,0.000943275,0.001316816,0.0003351599,0.0008383097,0.001308897,0.001849741,0.002833857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000300494,"about_ca_system_score_gemma":0.0004860819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005564743,"about_ca_topic_score_gemma":0.0008725646,"domain_scores_codex":[0.995926,0.0009980571,0.0003939602,0.0005794223,0.00187021,0.0002323144],"domain_scores_gemma":[0.9979357,0.000641497,0.0002151353,0.0003452006,0.0006626747,0.000199911],"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":[0.00004030414,0.0001213524,0.0004354965,0.00009212521,0.00001879687,0.00002248759,0.00001568181,0.0001506364,0.9938511,0.00007086798,0.0001850253,0.004996124],"study_design_scores_gemma":[0.00001474459,0.0002797819,0.001528278,0.00001697105,0.00004479265,0.0001436342,0.00002057814,0.004140276,0.9906875,0.0001003537,0.003001213,0.00002175538],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1969956,0.002875116,0.7793695,0.0007479959,0.0005203886,0.002463539,0.007532153,0.005897034,0.003598732],"genre_scores_gemma":[0.3029943,0.003085451,0.6650856,0.0003703262,0.0002201468,0.003108726,0.01712847,0.0005307552,0.007476331],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002610125,"threshold_uncertainty_score":0.01380384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01533218244565694,"score_gpt":0.2451899263833973,"score_spread":0.2298577439377404,"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."}}