{"id":"W1984167863","doi":"10.1016/j.biortech.2015.04.081","title":"Acetone–butanol–ethanol production in a novel continuous flow system","year":2015,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"GreenField Specialty Alcolhols (Canada); University of Waterloo","funders":"","keywords":"Industrial fermentation; Butyric acid; Acetic acid; Fermentation; Chemistry; Biohydrogen; Butanol; Biomass (ecology); Effluent; Acetone; Pulp and paper industry; Ethanol; Clarifier; Food science; Biochemistry; Hydrogen production; Environmental science; Environmental engineering; Biology; Agronomy","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":[0.0002938629,0.0001813465,0.000218411,0.0002841164,0.00003402531,0.00001105097,0.0002154395,0.0004285394,0.00000116072],"category_scores_gemma":[0.0002819398,0.0001749463,0.00004177488,0.0004625997,0.000119781,0.000003249736,0.0001113329,0.0001692597,0.00002403312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007524137,"about_ca_system_score_gemma":0.0000671645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003702926,"about_ca_topic_score_gemma":0.00002145308,"domain_scores_codex":[0.9988255,0.00002447406,0.000238268,0.000501961,0.00009698383,0.0003128108],"domain_scores_gemma":[0.9992539,9.389129e-7,0.00007633573,0.0005043028,0.0001039325,0.00006053995],"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":[0.00005562794,0.00006984681,0.0008422422,0.00002327861,0.00001679544,0.000003714175,0.000065009,0.0004364622,0.9929233,0.0001216222,0.0006633524,0.004778714],"study_design_scores_gemma":[0.0007352216,0.0002086629,0.0002126674,0.00004313382,0.00001320447,0.0003606046,0.0005081409,0.0001859971,0.8771967,0.00001049671,0.1202709,0.0002542915],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944956,0.001222949,0.001755641,0.001026732,0.000710293,0.0003086568,0.000009309078,0.0002645389,0.0002062648],"genre_scores_gemma":[0.9952114,0.00001838018,0.003425903,0.00002166124,0.0004991778,0.00004748005,0.00002960725,0.00002961868,0.0007168287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1196076,"threshold_uncertainty_score":0.7134102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009786258142152775,"score_gpt":0.2107887548038846,"score_spread":0.2010024966617318,"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."}}