{"id":"W2131477236","doi":"10.1002/bit.21257","title":"Solvent selection for enhanced bioproduction of 3‐methylcatechol in a two‐phase partitioning bioreactor","year":2006,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Crystallization and Solubility Studies","field":"Materials Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Toluene; Solvent; Chemistry; Bioproduction; Biotransformation; Partition coefficient; Chromatography; Volatilisation; Organic chemistry; Biochemistry","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":[0.0001703149,0.00007470688,0.0001287475,0.0001741686,0.00005418213,0.000008952586,0.00003637549,0.00008523474,0.000008595031],"category_scores_gemma":[0.00004858338,0.000072485,0.0000195324,0.0002248293,0.0000803681,0.0000609621,0.00001921946,0.00004811319,6.320095e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000277605,"about_ca_system_score_gemma":0.000006551021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008338727,"about_ca_topic_score_gemma":0.0001634519,"domain_scores_codex":[0.9994239,0.000006444209,0.0002021511,0.0001915029,0.00003763851,0.0001383422],"domain_scores_gemma":[0.9998156,0.00001669223,0.00005462048,0.00006989542,0.00003379089,0.000009366423],"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":[0.00002298165,0.00006747239,0.0002557232,0.0000422935,0.000003094377,1.020612e-7,0.00003684172,0.0005428445,0.9954002,0.002773844,0.000005371698,0.0008492306],"study_design_scores_gemma":[0.0005883828,0.00008540699,0.0005025483,0.00002104434,0.000006661393,0.000002273222,0.00006567482,0.003663866,0.9940998,0.000318736,0.0005686493,0.00007698149],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8879054,0.0002015371,0.1111919,0.0002722439,0.0001110854,0.0001836589,0.000008329572,0.0001202265,0.000005698089],"genre_scores_gemma":[0.995651,0.00003731619,0.004205237,0.000003264423,0.00003456182,0.00004222715,0.000007659569,0.000005273826,0.00001342493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1077457,"threshold_uncertainty_score":0.2955853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01185605945956947,"score_gpt":0.2757320966175474,"score_spread":0.2638760371579779,"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."}}