{"id":"W4379376773","doi":"10.1021/acs.jafc.3c01356","title":"Co-culture of <i>Kluyveromyces marxianus</i> and <i>Meyerozyma guilliermondii</i> with <i>In Situ</i> Product Recovery of 2-Phenylethanol","year":2023,"lang":"en","type":"article","venue":"Journal of Agricultural and Food Chemistry","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Agency for Science, Technology and Research","keywords":"Kluyveromyces marxianus; Bioproduction; Chemistry; Fermentation; Food science; Yeast; Biochemistry; Saccharomyces cerevisiae","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":[0.0001416119,0.0001443732,0.0002694368,0.00002679212,0.00002388362,0.000009846926,0.00009339053,0.000104697,0.000001220301],"category_scores_gemma":[0.0000363525,0.00008535316,0.00006266712,0.0001837437,0.0000784057,0.00001318179,0.00002930522,0.0001306295,1.218194e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005154954,"about_ca_system_score_gemma":0.00001989258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002480029,"about_ca_topic_score_gemma":0.00000241531,"domain_scores_codex":[0.9992378,0.00001349853,0.0003153511,0.0001784798,0.0001224113,0.0001325067],"domain_scores_gemma":[0.9994186,0.000004109747,0.0002763461,0.0001004693,0.0001446732,0.00005585279],"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":[0.0001027317,0.00003753615,0.0007102097,0.0002859585,0.00008182582,0.000001675448,0.0001110089,0.00005531838,0.9962609,7.636452e-7,0.001638908,0.0007132071],"study_design_scores_gemma":[0.0005470246,0.0004589274,0.0131221,0.0001289902,0.00003622418,0.0003516783,0.0003402069,1.643567e-7,0.9831907,0.000007098095,0.001690574,0.0001262896],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953982,0.00409017,0.000003466825,0.0001311702,0.00005673434,0.00006081553,0.00002608645,0.000004358248,0.0002289896],"genre_scores_gemma":[0.9963483,0.002694203,0.0002537326,0.00001152117,0.0002867015,0.000001450718,0.00003317624,0.000006877351,0.0003640776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01307013,"threshold_uncertainty_score":0.3480601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003901891826376447,"score_gpt":0.1825895214798203,"score_spread":0.1786876296534438,"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."}}