{"id":"W2333611838","doi":"","title":"High Cell Density Fermentation of Escherichia coli Using the New Brunswick ™ BioFlo ® 115","year":2014,"lang":"en","type":"article","venue":"","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fermentation; Escherichia coli; Optical density; Food science; Chemistry; Biochemistry; Physics; Optics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004822389,0.0007313535,0.0004731338,0.0006666991,0.0003640767,0.0007223079,0.0004536235,0.000441065,0.0007252306],"category_scores_gemma":[0.0002462399,0.0002265205,0.0003987071,0.0009185501,0.0001461587,0.0003884435,0.0006198838,0.0008043533,0.001081825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004686226,"about_ca_system_score_gemma":0.000416369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003689616,"about_ca_topic_score_gemma":0.007605714,"domain_scores_codex":[0.9994451,0.0000659158,0.00006693543,0.00006657028,0.000291445,0.00006396929],"domain_scores_gemma":[0.9999307,0.00001447781,0.00001279786,0.000009235854,0.00001893676,0.00001383065],"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":[0.00002722019,0.00003964463,0.0001921139,0.0000700396,0.000004350171,0.00007172236,0.00001962451,0.00006426888,0.9966444,0.00007356078,0.00009715952,0.002695852],"study_design_scores_gemma":[0.00001147212,0.0002360059,0.003791082,0.00003222804,0.00002022808,0.0002804945,0.00003491408,0.0005421481,0.9882522,0.00004535006,0.006734745,0.00001909608],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8859161,0.008580321,0.07767773,0.001257342,0.000449873,0.0006600199,0.005419835,0.0009539092,0.01908489],"genre_scores_gemma":[0.8149889,0.009839387,0.1447256,0.0002781309,0.00004422278,0.0002985577,0.01117612,0.000174366,0.01847486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003689616,"threshold_uncertainty_score":0.007336259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006550157954581757,"score_gpt":0.2111580917043127,"score_spread":0.2046079337497309,"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."}}