{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003634115,0.000515127,0.0003954553,0.000206629,0.000153394,0.000553024,0.0003901858,0.0003492774,0.0003499664],"category_scores_gemma":[0.0001728672,0.0001674299,0.0002710923,0.0002513133,0.0001881712,0.0002925837,0.000537953,0.0004361242,0.0003717296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003553424,"about_ca_system_score_gemma":0.0002718774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001415388,"about_ca_topic_score_gemma":0.002481813,"domain_scores_codex":[0.9996957,0.00005438745,0.00003850624,0.00006185976,0.00009203295,0.00005766409],"domain_scores_gemma":[0.9999273,0.000007561848,0.00001388552,0.00001502252,0.00001001282,0.00002626636],"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":[0.00007458003,0.0000304209,0.0001405356,0.00002957374,0.000006917765,0.00005887968,0.00001309438,0.0001497475,0.9979599,0.00005611088,0.00003651643,0.001443862],"study_design_scores_gemma":[0.00001339891,0.000154919,0.001062588,0.000004570259,0.0000223738,0.0001377848,0.00003389299,0.001032074,0.9960765,0.00002361689,0.001427418,0.00001084284],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931358,0.001047399,0.004025912,0.0001493279,0.00003574446,0.00003020806,0.0003301501,0.0001774,0.001068063],"genre_scores_gemma":[0.9956557,0.0003406062,0.002833952,0.00001570852,0.000004753555,0.0000125945,0.0003094693,0.00003018969,0.0007971444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001415388,"threshold_uncertainty_score":0.002814293,"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."}}