{"id":"W3180370965","doi":"10.1038/s41467-021-24038-3","title":"Renewable fatty acid ester production in Clostridium","year":2021,"lang":"en","type":"article","venue":"Nature Communications","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of Energy Efficiency; Alabama Agricultural Experiment Station; National Institute of Food and Agriculture; University of Illinois at Urbana-Champaign; U.S. Department of Agriculture; Auburn University; University of Waterloo; Aberystwyth University; Office of Energy Efficiency and Renewable Energy; U.S. Department of Energy","keywords":"Bioproduction; Metabolic engineering; Clostridia; Bioprocess; Biochemical engineering; Metabolic pathway; Bioprocess engineering; Biotechnology; Chemistry; Biochemistry; Biology; Enzyme; Bacteria; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001383573,0.00007502826,0.00007323458,0.00003784959,0.00006473192,0.00001460612,0.0002281743,0.0002095292,0.000005665499],"category_scores_gemma":[0.0002750336,0.00007767758,0.00003597299,0.0002544913,0.00003268455,0.000004691943,0.000151529,0.0003009684,0.000005609508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001457322,"about_ca_system_score_gemma":0.00005463916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001693128,"about_ca_topic_score_gemma":0.0007787102,"domain_scores_codex":[0.9994344,0.00006643755,0.0001246125,0.0002174371,0.00004846957,0.0001087067],"domain_scores_gemma":[0.9986399,0.000002290946,0.0000309194,0.001179841,0.0001242508,0.0000228243],"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":[0.000005735021,0.00006850596,0.0006939842,0.000005710328,0.00000909549,3.137455e-7,0.00001784419,0.00009921805,0.9930121,0.00007737344,0.005194608,0.0008155033],"study_design_scores_gemma":[0.00008490458,0.000008020224,0.002069551,0.000009274834,0.000005448939,0.00002126559,0.00001995069,0.000006387609,0.7488287,0.00001702196,0.2488588,0.00007069962],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9327359,0.04510915,0.0005799037,0.01572992,0.001768025,0.0003069342,0.00002463948,0.00006469002,0.003680876],"genre_scores_gemma":[0.9875618,0.002282802,0.00819244,0.0001583593,0.0002779217,0.00001781194,0.0003736876,0.0000106914,0.001124442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2441834,"threshold_uncertainty_score":0.31676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01072818587044756,"score_gpt":0.2607193912726174,"score_spread":0.2499912054021698,"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."}}