{"id":"W2770850705","doi":"10.1002/jctb.5524","title":"Thermodynamic affinity‐based considerations for the rational selection of biphasic systems for microbial flavor and fragrance production","year":2017,"lang":"en","type":"article","venue":"Journal of Chemical Technology & Biotechnology","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Graduate School, Technische Universität München; Natural Sciences and Engineering Research Council of Canada; International Graduate School of Science and Engineering; Tehran University of Medical Sciences and Health Services; Deutsche Forschungsgemeinschaft","keywords":"Polymer; Chemistry; Partition coefficient; Flavor; Aqueous solution; Rational design; Solvent; Biochemical engineering; Function (biology); Organic chemistry; Aqueous two-phase system; Materials science; Nanotechnology; Biochemistry; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008621422,0.0008325526,0.0004498301,0.0005088867,0.0002779024,0.0007869532,0.0003735536,0.0004186907,0.001659445],"category_scores_gemma":[0.001743609,0.0004439587,0.0003822155,0.0002991519,0.0003820577,0.0008383049,0.0006935638,0.001018996,0.0008551275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006453829,"about_ca_system_score_gemma":0.0007090383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000564721,"about_ca_topic_score_gemma":0.001878133,"domain_scores_codex":[0.9996091,0.00009239036,0.00002978837,0.00005025625,0.0001706048,0.00004783504],"domain_scores_gemma":[0.9995806,0.0002251543,0.00005686048,0.000020288,0.00009355917,0.00002359332],"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":[0.0001048974,0.000126692,0.0005385056,0.0004786823,0.00001587514,0.000111268,0.00004101661,0.00918147,0.971983,0.003201393,0.00025376,0.01396346],"study_design_scores_gemma":[0.00002520668,0.0003594501,0.0007063602,0.00005054895,0.00003203761,0.0001052538,0.00007607439,0.04958082,0.9413756,0.001363235,0.006283577,0.00004196806],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6818599,0.0117086,0.2904781,0.0009679709,0.000177911,0.0006462035,0.0007434806,0.0004665466,0.01295137],"genre_scores_gemma":[0.9280868,0.005292851,0.06349044,0.0002056175,0.00004667175,0.0004566956,0.0003814245,0.0001015754,0.001937972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001659445,"threshold_uncertainty_score":0.005551398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01086839767373641,"score_gpt":0.2453977421172366,"score_spread":0.2345293444435002,"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."}}