{"id":"W2006826092","doi":"10.1021/cb400505a","title":"Breaking Down Lignin to High-Value Chemicals: The Conversion of Lignocellulose to Vanillin in a Gene Deletion Mutant of <i>Rhodococcus jostii</i> RHA1","year":2013,"lang":"en","type":"article","venue":"ACS Chemical Biology","topic":"Biochemical and biochemical processes","field":"Biochemistry, Genetics and Molecular Biology","cited_by":280,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Biotechnology and Biological Sciences Research Council","keywords":"Vanillin; Lignin; Chemistry; Ferulic acid; Biochemistry; Mutant; Food science; Organic chemistry; Gene","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0001142972,0.0005587312,0.0003736935,0.000184752,0.0001335152,0.0004250999,0.0003232626,0.0002841024,0.000472694],"category_scores_gemma":[0.0001618676,0.0001907064,0.0003848643,0.0002136788,0.0002056385,0.0002082465,0.0002270585,0.0005887212,0.0003692639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003482356,"about_ca_system_score_gemma":0.0002772541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003003492,"about_ca_topic_score_gemma":0.002578172,"domain_scores_codex":[0.9998128,0.00002105344,0.00002172871,0.00004474509,0.00006040125,0.00003928818],"domain_scores_gemma":[0.9998523,0.0000233495,0.00005411047,0.00002024102,0.00001551419,0.00003450983],"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":[0.00001427183,0.00001071799,0.00005337433,0.000007728649,0.000001740085,0.00002321829,0.000004285128,0.00003656364,0.9995739,0.00001080516,0.000003991144,0.0002594203],"study_design_scores_gemma":[0.000002454005,0.00005556453,0.001196142,0.000001538471,0.000005665971,0.0001394394,0.00001600463,0.0004311449,0.9978724,0.000007015998,0.0002695429,0.000002990793],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957262,0.0003037298,0.002732376,0.00007842512,0.00001782833,0.00002219446,0.0003445233,0.0001009184,0.0006736919],"genre_scores_gemma":[0.992259,0.0003089228,0.004414057,0.00002563297,0.000004546512,0.00001718037,0.0007804727,0.00008479424,0.002105442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003003492,"threshold_uncertainty_score":0.005971968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006119951100927588,"score_gpt":0.229192849510497,"score_spread":0.2230728984095694,"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."}}