{"id":"W2386446970","doi":"10.1038/srep25763","title":"Redox potential driven aeration during very-high-gravity ethanol fermentation by using flocculating yeast","year":2016,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Aeration; Fermentation; Flocculation; Yeast; Chemistry; Ethanol fuel; Food science; Ethanol; Pulp and paper industry; Reduction potential; Ethanol fermentation; Biomass (ecology); Biochemistry; Biology; Inorganic chemistry; Ecology; Organic chemistry","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":[0.0003360834,0.0001129213,0.00008949608,0.00005584013,0.0002365381,0.00009069882,0.00005266326,0.00008986529,0.0000169265],"category_scores_gemma":[0.00007804068,0.00009255559,0.0000553254,0.0001210036,0.00006741302,0.00001884725,0.00004932744,0.00003826733,0.000004552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003452571,"about_ca_system_score_gemma":0.00003839039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003224839,"about_ca_topic_score_gemma":0.000005607615,"domain_scores_codex":[0.998755,0.00003511631,0.0002632126,0.0005635317,0.0001855609,0.0001976293],"domain_scores_gemma":[0.9993117,5.312174e-7,0.0001587919,0.0003727985,0.0001034518,0.00005265963],"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":[0.000009861988,0.00001839161,0.0005933944,0.000009751804,0.00001241521,0.000006146838,0.00001800437,0.0007280206,0.9968463,0.000001046045,0.000639563,0.001117162],"study_design_scores_gemma":[0.0001649208,0.00001472011,0.001409495,0.00002651489,0.00001503999,0.0001012023,0.00001106217,0.00009502051,0.9968054,0.00003368803,0.001184829,0.0001380578],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889212,0.00005301783,0.006724553,0.00005243473,0.004052725,0.0001471509,0.000008745923,0.00002756537,0.00001260374],"genre_scores_gemma":[0.9969687,0.00000728964,0.0009740866,0.0000047812,0.0003643811,0.000005188348,0.0001710416,0.00001474815,0.001489765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008047515,"threshold_uncertainty_score":0.3774307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005071684244411909,"score_gpt":0.2186607138746678,"score_spread":0.2135890296302559,"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."}}