{"id":"W2342534334","doi":"10.1016/j.renene.2016.03.097","title":"Surfactant mediated enhanced glycerol uptake and hydrogen production from biodiesel waste using co-culture of Enterobacter aerogenes and Clostridium butyricum","year":2016,"lang":"en","type":"article","venue":"Renewable Energy","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre de Recherche Industrielle du Québec; Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Glycerol; Clostridium butyricum; Pulmonary surfactant; Chemistry; Enterobacter aerogenes; Bioconversion; Fermentation; Food science; Hydrogen production; Biohydrogen; Chromatography; Central composite design; Nuclear chemistry; Biochemistry; Response surface methodology; Hydrogen; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00007774922,0.0001726246,0.0001952647,0.00004133485,0.0000492289,0.00001036878,0.00005845256,0.0001551607,0.000007755186],"category_scores_gemma":[0.0000544739,0.0001206819,0.00003802233,0.00007220344,0.00007577144,0.00001082272,0.0000483522,0.00002425754,4.179492e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000114811,"about_ca_system_score_gemma":0.00002227414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007646331,"about_ca_topic_score_gemma":0.0001022225,"domain_scores_codex":[0.9990843,0.00003595618,0.0002125091,0.0004043727,0.00008068802,0.0001821779],"domain_scores_gemma":[0.9995274,0.000003550909,0.0001094312,0.0002160279,0.00007810416,0.00006551589],"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":[0.00009510906,0.00002201045,0.000250493,0.00001524069,0.00008625289,3.484002e-7,0.00002986046,0.0006371826,0.9975494,8.786615e-7,0.0001458291,0.001167365],"study_design_scores_gemma":[0.0004104442,0.00008810631,0.00007802105,0.000044083,0.00003324262,0.00001400527,0.00003052556,0.00003646493,0.9881666,0.00000878534,0.01093489,0.0001547992],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953445,0.002945899,0.001237347,0.00005359878,0.0002204577,0.00006483738,0.0001014167,0.00001555907,0.00001637142],"genre_scores_gemma":[0.9937676,0.00468549,0.0004218367,0.00001415322,0.0004497405,0.000004736065,0.0001255013,0.00001823625,0.0005126798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01078906,"threshold_uncertainty_score":0.4921264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00708811340269074,"score_gpt":0.2031558102822009,"score_spread":0.1960676968795101,"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."}}