{"id":"W2938826237","doi":"10.3390/metabo9040076","title":"Systems Biology and Multi-Omics Integration: Viewpoints from the Metabolomics Research Community","year":2019,"lang":"en","type":"article","venue":"Metabolites","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":695,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Omics; Metabolomics; Viewpoints; Systems biology; Data science; Proteomics; Genomics; Computational biology; Computer science; Biology; Bioinformatics; Genome; Genetics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.09713392,0.002295226,0.003832932,0.005544428,0.004658363,0.02821561,0.007062816,0.01215864,0.002566093],"category_scores_gemma":[0.03488712,0.001454979,0.002718942,0.005424533,0.025649,0.03573324,0.01282895,0.02910202,0.001242243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008259191,"about_ca_system_score_gemma":0.009126366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005241414,"about_ca_topic_score_gemma":0.004984797,"domain_scores_codex":[0.9697803,0.01689374,0.001752342,0.002431524,0.008109391,0.001032749],"domain_scores_gemma":[0.9086538,0.06509423,0.001907584,0.00468858,0.01456153,0.005094198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001252085,0.0002255885,0.003458722,0.005534078,0.0003406845,0.001181961,0.01698506,0.004823239,0.00613538,0.7118776,0.07833277,0.1709797],"study_design_scores_gemma":[0.00003043754,0.0001092459,0.001115093,0.002813596,0.00008973905,0.0008764379,0.01107873,0.006213686,0.001774181,0.6599588,0.3157389,0.0002011664],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.003562263,0.2181947,0.1579094,0.6064587,0.004181562,0.00008389513,0.0001893834,0.0004756579,0.008944518],"genre_scores_gemma":[0.09803731,0.3297379,0.4270623,0.1235091,0.01435764,0.0004291005,0.0006710446,0.0006807142,0.005514966],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.09713392,"threshold_uncertainty_score":0.5136994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06347732655331946,"score_gpt":0.3493789257716667,"score_spread":0.2859015992183472,"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."}}