{"id":"W3172328313","doi":"10.1016/j.fuel.2021.121108","title":"Metabolically versatile Rhodobacter sphaeroides as a robust biocatalyst for H2 production from lignocellulose-derived mix substrates","year":2021,"lang":"en","type":"article","venue":"Fuel","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Furfural; Rhodobacter sphaeroides; Xylose; Hydrolysate; Chemistry; Formate; Fermentation; Pentose; Hemicellulose; Lignocellulosic biomass; Biohydrogen; Hydrogen production; Biochemistry; Organic chemistry; Cellulose; Hydrogen; Hydrolysis; Photosynthesis; Catalysis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009887613,0.0001842049,0.0002034887,0.00005322152,0.00006966934,0.00008053991,0.00009200062,0.0001093276,0.0003309276],"category_scores_gemma":[0.0001470152,0.000183339,0.0001029099,0.0002197944,0.00004113032,0.0002355793,0.0000198223,0.0001041001,0.000222743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004408592,"about_ca_system_score_gemma":0.00004371899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007002716,"about_ca_topic_score_gemma":0.0001297765,"domain_scores_codex":[0.9990028,0.00002249961,0.0002357284,0.0003805986,0.0001269131,0.0002315343],"domain_scores_gemma":[0.999394,0.00003096493,0.00004227222,0.0002832841,0.0001661619,0.00008332755],"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":[0.00006918817,0.0001353955,0.0003126761,0.00009066829,0.0002625034,0.00001006952,0.0005331844,0.003657287,0.9736726,0.001430202,0.01521557,0.004610687],"study_design_scores_gemma":[0.0003980337,0.00003190046,0.004502788,0.00003130047,0.0001065149,0.00001283974,0.0003665267,0.0003806397,0.9236705,0.0006989802,0.06951612,0.0002838759],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888816,0.002562772,0.002491381,0.001449935,0.002358092,0.0003431471,0.00007259836,0.0005560717,0.001284397],"genre_scores_gemma":[0.9881315,0.0003023638,0.007880492,0.0000890307,0.0009492737,0.00005367786,0.0006950401,0.00004640535,0.001852272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05430055,"threshold_uncertainty_score":0.7476348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01861845355447687,"score_gpt":0.2131635061585326,"score_spread":0.1945450526040558,"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."}}