{"id":"W2042597677","doi":"10.1016/j.jbiotec.2011.03.007","title":"Development of redox potential-controlled schemes for very-high-gravity ethanol fermentation","year":2011,"lang":"en","type":"article","venue":"Journal of Biotechnology","topic":"Fungal and yeast genetics research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Redox; Fermentation; Aeration; Chemostat; Industrial fermentation; Chemistry; Biochemistry; Biology; Inorganic chemistry; Bacteria","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":[0.000381479,0.0001051348,0.0002746836,0.0001815442,0.00005051061,0.000005064281,0.000269634,0.0003353009,0.0000194003],"category_scores_gemma":[0.0001185828,0.00008562134,0.0001424105,0.00008780734,0.0001099366,0.000003776694,0.00009334584,0.000138788,0.000001934012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001666303,"about_ca_system_score_gemma":0.0001896599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003007428,"about_ca_topic_score_gemma":0.000006185981,"domain_scores_codex":[0.9989879,0.00003254656,0.000482021,0.000144131,0.0001575644,0.0001958884],"domain_scores_gemma":[0.9991673,0.000006888729,0.0003621681,0.0001676394,0.0002468917,0.00004906751],"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":[0.001609848,0.0001474359,0.00009226343,0.00002623585,0.0002005893,0.000003117327,0.00006167788,0.000003584971,0.9837143,0.000154338,0.0001229776,0.01386366],"study_design_scores_gemma":[0.003051825,0.0009228764,0.0008488959,0.00001515234,0.00003209932,0.00003539329,0.0001047949,0.00001299035,0.9917945,0.0005323177,0.002563344,0.00008576651],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796609,0.0004737373,0.01918896,0.0002060821,0.0001930488,0.0002203417,0.000007147351,0.000004214905,0.00004558589],"genre_scores_gemma":[0.9471837,0.0002122048,0.05235607,0.00002168358,0.00007066005,0.00001230776,0.000009924843,0.00001141931,0.0001220553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03316711,"threshold_uncertainty_score":0.3491537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01948159532226961,"score_gpt":0.2752327123459444,"score_spread":0.2557511170236748,"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."}}