{"id":"W1736417332","doi":"10.1002/jso.21831","title":"Metabolomics and surgical oncology: Potential role for small molecule biomarkers","year":2010,"lang":"en","type":"review","venue":"Journal of Surgical Oncology","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Metabolomics; Medicine; Omics; Precision medicine; Cancer; Personalized medicine; Bioinformatics; Molecular biomarkers; Translational medicine; Oncology; Internal medicine; Pathology; Biology","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":[0.001049563,0.0009112582,0.001697501,0.002822832,0.0003300624,0.001322762,0.000763205,0.001884139,0.002455678],"category_scores_gemma":[0.001136743,0.0002694391,0.0005566006,0.00244756,0.001023982,0.002109662,0.000853961,0.002390962,0.001755559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008986069,"about_ca_system_score_gemma":0.00105874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009382367,"about_ca_topic_score_gemma":0.001839767,"domain_scores_codex":[0.9997005,0.00008327524,0.00002847948,0.00004864504,0.0001198387,0.00001917367],"domain_scores_gemma":[0.9990851,0.0005953339,0.00007253311,0.00002586119,0.0001680896,0.00005319719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007648498,0.0001125416,0.0004362291,0.007017023,0.0001311856,0.000520236,0.00006765069,0.0004362309,0.00338078,0.00957142,0.02453445,0.9537157],"study_design_scores_gemma":[0.00002772425,0.00017498,0.001892174,0.002718097,0.00009998951,0.003458206,0.0001311588,0.0002904686,0.001504441,0.0112437,0.9784072,0.00005179587],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009209781,0.9978036,0.0002868446,0.0008712717,0.0001956968,0.000002497168,0.000007142805,0.00000638063,0.0007345381],"genre_scores_gemma":[0.0006584671,0.997876,0.0003518118,0.0003265475,0.0003496154,0.000004161453,0.000009533568,0.000001206209,0.00042266],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002822832,"threshold_uncertainty_score":0.00821507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02557544646029219,"score_gpt":0.330878757707419,"score_spread":0.3053033112471268,"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."}}