{"id":"W3013029537","doi":"10.1101/2020.03.29.014746","title":"Renewable Fatty Acid Ester Production in <i>Clostridium</i>","year":2020,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"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; Clostridia; Metabolic engineering; Bioprocess; Biochemical engineering; Biofuel; Chemistry; Biotechnology; Biochemistry; Biology; Enzyme; Engineering; Bacteria","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":[0.0001979689,0.0006963561,0.0001644794,0.0002731377,0.00021206,0.0004371258,0.0002955176,0.0002144464,0.0004921054],"category_scores_gemma":[0.0001550084,0.0001072844,0.0002581723,0.0003887307,0.0001120678,0.00023036,0.0004072211,0.0004664012,0.0004162774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004089623,"about_ca_system_score_gemma":0.0005473601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003609829,"about_ca_topic_score_gemma":0.003177582,"domain_scores_codex":[0.9997616,0.00002589619,0.00001723259,0.00003709182,0.00008256811,0.00007548294],"domain_scores_gemma":[0.9999257,0.000004583337,0.0000203703,0.000008613599,0.0000208235,0.00001987496],"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":[0.00004280458,0.00003602758,0.0003199768,0.00005183377,0.000003982187,0.00008124254,0.000007233558,0.0003088656,0.9964522,0.0001969201,0.0001207928,0.002378045],"study_design_scores_gemma":[0.000009551415,0.00019425,0.001743768,0.00001078928,0.00001187502,0.0001039746,0.00003011924,0.001993999,0.9926254,0.00008482846,0.003181362,0.00001010266],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856616,0.0006001388,0.007316544,0.0002303239,0.00007604044,0.00005894202,0.000943982,0.0001973554,0.004915157],"genre_scores_gemma":[0.9843009,0.000474152,0.01043811,0.00005392422,0.000009123818,0.00003209431,0.00161555,0.000068523,0.003007645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003609829,"threshold_uncertainty_score":0.007177651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014377641151672,"score_gpt":0.201879463439444,"score_spread":0.1917356870279273,"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."}}