{"id":"W158721976","doi":"10.1023/a:1010318019988","title":"Enhanced production of penicillin G acylase from a recombinant Escherichia coli","year":2001,"lang":"en","type":"article","venue":"Biotechnology Letters","topic":"Bacterial Genetics and Biotechnology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Petroleum Technology Research Centre; Council of Scientific and Industrial Research, India","keywords":"Escherichia coli; Penicillin amidase; Recombinant DNA; Microbiology; Chemistry; Enzyme; Strain (injury); Molecular biology; Biology; Gene; Biochemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001091735,0.0002128749,0.000262765,0.0001201028,0.00005987722,0.000008131095,0.0003869502,0.0007961125,0.0000326362],"category_scores_gemma":[0.000115935,0.0002062182,0.00009474018,0.0002635648,0.0003996942,0.000003439628,0.0001971303,0.0002141534,0.00001998517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001900726,"about_ca_system_score_gemma":0.0000334801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009237149,"about_ca_topic_score_gemma":0.00007950007,"domain_scores_codex":[0.9986222,0.00004622471,0.0003294109,0.00058709,0.00008681419,0.0003282156],"domain_scores_gemma":[0.9989797,0.000006457992,0.0002003655,0.0007210966,0.00005136508,0.00004103277],"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":[0.0001864275,0.00007368354,0.000190777,0.000005426437,0.00006798089,0.000005592495,0.0000124196,0.00000592721,0.9913982,0.00007889559,0.001250517,0.006724209],"study_design_scores_gemma":[0.0004864917,0.0003371468,0.001116649,0.00001356471,0.00002488053,0.00001257733,0.00003479824,0.000007861553,0.9598107,0.00009653487,0.03783555,0.0002232112],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846523,0.0002991521,0.00223499,0.01141292,0.001016302,0.0002579991,0.00001285603,0.00007330377,0.00004010867],"genre_scores_gemma":[0.9942902,0.001268995,0.003383047,0.0005660348,0.0001929868,0.00002785303,0.0000944509,0.00002735552,0.0001491105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03658504,"threshold_uncertainty_score":0.8409336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007434575532149459,"score_gpt":0.2105548778410374,"score_spread":0.2031203023088879,"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."}}