{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000244959,0.0009070159,0.0006115824,0.0002302914,0.0001974083,0.0006065178,0.0004033869,0.0002823717,0.0008449234],"category_scores_gemma":[0.0002253499,0.000183579,0.0005288696,0.0004146741,0.0001292772,0.0004188935,0.0007817593,0.000437921,0.0005550486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00035868,"about_ca_system_score_gemma":0.0003105075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001533193,"about_ca_topic_score_gemma":0.001704935,"domain_scores_codex":[0.9995897,0.00005747149,0.00005654596,0.0001037438,0.000104843,0.00008759838],"domain_scores_gemma":[0.9998721,0.00001748571,0.00004587471,0.00002871245,0.00001535408,0.00002043589],"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":[0.00009562402,0.00003168478,0.0002342685,0.00006858136,0.00001572463,0.00006867522,0.00002867441,0.00007531242,0.9974536,0.00005148272,0.00005994142,0.001816538],"study_design_scores_gemma":[0.000005121949,0.0002239266,0.001150105,0.00000985589,0.00003058116,0.0001097975,0.00003459145,0.0004452395,0.9955599,0.00001494188,0.002406915,0.000008991264],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914852,0.0009849018,0.003693854,0.00009978576,0.00007982061,0.00006196702,0.0004560272,0.0001329947,0.003005467],"genre_scores_gemma":[0.9837549,0.0009188637,0.009172056,0.00004406014,0.00002020422,0.00008757634,0.001335754,0.00006530721,0.004601287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001533193,"threshold_uncertainty_score":0.003048599,"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."}}