{"id":"W4210884283","doi":"10.3390/metabo12020154","title":"Metabolomics and the Multi-Omics View of Cancer","year":2022,"lang":"en","type":"review","venue":"Metabolites","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Canadian Institutes of Health Research; Canada Foundation for Innovation; Genome Canada","keywords":"Exposome; Metabolome; Omics; Cancer; Disease; Metabolomics; Biology; Genome; Computational biology; Genomics; Bioinformatics; Epigenome; Genetics; Medicine; DNA methylation; Gene; Pathology","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":[0.003715279,0.001277226,0.001873556,0.003169504,0.001017934,0.005082997,0.001239523,0.002989065,0.003121484],"category_scores_gemma":[0.002758854,0.0004028608,0.001456521,0.0024202,0.004259634,0.004582944,0.002608638,0.00658798,0.001360157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002651657,"about_ca_system_score_gemma":0.002994164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003424256,"about_ca_topic_score_gemma":0.003347118,"domain_scores_codex":[0.9979343,0.000760737,0.0001055521,0.0004471571,0.000607379,0.0001447871],"domain_scores_gemma":[0.9979066,0.001127386,0.0001672097,0.0001477454,0.0004594376,0.0001915879],"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":[0.0004076427,0.0001392627,0.005346201,0.01231206,0.001230923,0.00141804,0.002175288,0.004004725,0.02561157,0.4754548,0.1300703,0.3418291],"study_design_scores_gemma":[0.0000210801,0.0001518264,0.004187309,0.001820735,0.0002172201,0.001525591,0.0007980088,0.001489052,0.003066912,0.2346852,0.7519051,0.0001319199],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003082361,0.8662893,0.0342993,0.06885153,0.006003712,0.00005836315,0.001025809,0.0004657536,0.01992391],"genre_scores_gemma":[0.05437235,0.8580506,0.03195311,0.03370463,0.01062156,0.0001555923,0.001071088,0.000129104,0.009941919],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005082997,"threshold_uncertainty_score":0.01964849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0405479469868603,"score_gpt":0.3330547958723568,"score_spread":0.2925068488854965,"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."}}