{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002288636,0.0005930389,0.0003454377,0.0003014765,0.000182869,0.0005992102,0.0003843044,0.0003482689,0.0006301429],"category_scores_gemma":[0.0002259388,0.0001973504,0.0004151594,0.0003841278,0.0001485585,0.0003973955,0.0004773977,0.0004131784,0.0002477008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003438688,"about_ca_system_score_gemma":0.0004263619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002070695,"about_ca_topic_score_gemma":0.003710479,"domain_scores_codex":[0.9997754,0.00002443698,0.00002361659,0.00002923245,0.0000650202,0.00008226373],"domain_scores_gemma":[0.9998907,0.00001730498,0.00002434191,0.000009415267,0.0000323534,0.00002600988],"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":[0.00013832,0.00003179847,0.0001125722,0.00001825413,0.00000415178,0.00002696906,0.00001126661,0.00008776692,0.9987383,0.00002855754,0.000009462506,0.0007924602],"study_design_scores_gemma":[0.00000431367,0.00004935528,0.0002387156,0.000001207165,0.000006104228,0.00001175674,0.00001222796,0.0004941936,0.999083,0.000003526447,0.00009297266,0.000002613196],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985655,0.0001470074,0.0008326962,0.00002830104,0.00001463857,0.00000788238,0.00005225593,0.0000220742,0.000329726],"genre_scores_gemma":[0.9978234,0.0001293914,0.0009784979,0.000007230964,0.000002454648,0.000007208656,0.0001093281,0.00001147646,0.0009310076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002070695,"threshold_uncertainty_score":0.00411725,"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."}}