{"id":"W2346481471","doi":"10.1016/j.jbiotec.2016.04.031","title":"Components of yeast (Sacchromyces cervisiae) extract as defined media additives that support the growth and productivity of CHO cells","year":2016,"lang":"en","type":"article","venue":"Journal of Biotechnology","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; Conselho Nacional de Desenvolvimento Científico e Tecnológico; BD Biosciences","keywords":"Productivity; Yeast; Chinese hamster ovary cell; Chemistry; Food science; Yeast extract; Biotechnology; Biochemistry; Biology; Economics; Fermentation","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":[0.000279973,0.001010316,0.0003706188,0.0005781747,0.0003336895,0.0005298334,0.0005527022,0.0003199656,0.001371288],"category_scores_gemma":[0.0003638231,0.0001942739,0.0003588731,0.0005112925,0.0002243359,0.0002744387,0.0004188284,0.0006612798,0.0007718564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003316759,"about_ca_system_score_gemma":0.0005863159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001528754,"about_ca_topic_score_gemma":0.002831627,"domain_scores_codex":[0.9995558,0.00009798822,0.00008177749,0.00006389936,0.0001560381,0.00004446538],"domain_scores_gemma":[0.9997385,0.00006542989,0.00004373373,0.00005763182,0.00005259556,0.00004206698],"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":[0.0002108812,0.00005259145,0.0001909002,0.00008118767,0.00001596786,0.00006843582,0.00002749771,0.00009668004,0.9973989,0.0001568383,0.0001072519,0.001592931],"study_design_scores_gemma":[0.00000705274,0.00007540175,0.0005983834,0.00001315966,0.00002819106,0.00007526741,0.00001411316,0.0001567829,0.9958389,0.00002652536,0.003162027,0.000004385398],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9370354,0.00687645,0.03741242,0.0005149946,0.0004610024,0.0006234543,0.005664327,0.0008624264,0.01054964],"genre_scores_gemma":[0.9194238,0.004092759,0.04428016,0.0002356521,0.00008847206,0.0004764031,0.01778192,0.0002465026,0.0133744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001528754,"threshold_uncertainty_score":0.004587412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01065858233904018,"score_gpt":0.2332270635168779,"score_spread":0.2225684811778377,"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."}}