{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001260721,0.00008582407,0.0001187363,0.0001208724,0.0000465687,0.00001151712,0.0002537575,0.0002484699,0.00001582288],"category_scores_gemma":[0.0001029146,0.00005478036,0.00008364674,0.00007892287,0.00006474678,0.00000666423,0.00005763486,0.0000734494,0.0000080845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001645129,"about_ca_system_score_gemma":0.00007157523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001387475,"about_ca_topic_score_gemma":0.000001677397,"domain_scores_codex":[0.9993531,0.00003311961,0.0002257805,0.0001547742,0.00009270058,0.0001405348],"domain_scores_gemma":[0.9994103,0.000005630804,0.0001441134,0.0002339502,0.00009537261,0.0001106079],"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":[0.0001380517,0.0001370624,0.0004799066,0.000002009638,0.00002916687,0.000001859596,0.000006873793,0.00007019781,0.984705,0.0007180774,0.007738995,0.005972791],"study_design_scores_gemma":[0.0006315965,0.001429599,0.001393445,0.00001006032,0.000009999773,0.000194695,0.00003597507,0.000009757502,0.9621727,0.0006961233,0.03329835,0.0001176765],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9308501,0.0001643882,0.06693682,0.001416464,0.0002692307,0.00006533201,0.00001255254,0.00001180805,0.0002732946],"genre_scores_gemma":[0.9948604,0.0001293308,0.004041881,0.0004475961,0.0003766684,0.000003874333,0.000004581935,0.0000112758,0.0001244095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06401027,"threshold_uncertainty_score":0.2233878,"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."}}