{"id":"W2481831078","doi":"10.1016/j.jbiotec.2016.07.027","title":"An omics approach to rational feed","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":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Biotechnology Research Institute; Chenomx (Canada); University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chinese hamster ovary cell; Biochemistry; Biology; Asparagine; Cell culture; Glutamine; Metabolomics; Metabolite; Metabolic pathway; Proteomics; Metabolome; Cell growth; Cell biology; Chemistry; Metabolism; Amino acid","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":[0.001485551,0.00183717,0.001544992,0.001548066,0.0005920925,0.003163858,0.0008384695,0.001038246,0.003082322],"category_scores_gemma":[0.001539022,0.0005393536,0.001871678,0.001107886,0.0007580521,0.001832898,0.001149754,0.001748467,0.001452862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001124274,"about_ca_system_score_gemma":0.001498279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008795447,"about_ca_topic_score_gemma":0.0008339094,"domain_scores_codex":[0.9994144,0.0002006612,0.00004379036,0.00009987968,0.000198486,0.00004266913],"domain_scores_gemma":[0.9993425,0.0003040826,0.00007502164,0.0001306798,0.0001218273,0.00002581345],"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":[0.0009287664,0.0007282612,0.006214173,0.002167827,0.001210531,0.0009109966,0.000224306,0.04006269,0.4765615,0.1524336,0.006274806,0.3122825],"study_design_scores_gemma":[0.0001564966,0.001116034,0.003953904,0.0005017529,0.001056663,0.0005745317,0.0004551882,0.2149785,0.3187689,0.3358319,0.1224725,0.0001336938],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03176881,0.006062952,0.9370233,0.004844269,0.0005252703,0.0003860831,0.003544376,0.001656926,0.01418794],"genre_scores_gemma":[0.2754541,0.01252198,0.6968857,0.002475408,0.000465292,0.0008273713,0.004390033,0.0002371299,0.006742952],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003163858,"threshold_uncertainty_score":0.01031142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00803355841134913,"score_gpt":0.2545312934271846,"score_spread":0.2464977350158354,"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."}}