{"id":"W3011212537","doi":"10.21037/tcr.2020.03.14","title":"Association between diabetes, obesity, aging, and cancer: review of recent literature","year":2020,"lang":"en","type":"review","venue":"Translational Cancer Research","topic":"Metabolism, Diabetes, and Cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Women's College Hospital; University of Toronto","funders":"","keywords":"Medicine; Obesity; Diabetes mellitus; Context (archaeology); Cancer; Risk factor; Gerontology; Immunosenescence; Colorectal cancer; Population; Epidemiology; Psychological intervention; Breast cancer; Oncology; Internal medicine; Bioinformatics; Environmental health; Endocrinology; Immunology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001318901,0.0003128005,0.001204096,0.0001259668,0.00009810858,0.00004464485,0.0003532495,0.00042675,0.0004470255],"category_scores_gemma":[0.0001478718,0.000278569,0.0002868106,0.0007120575,0.00008772085,0.000009845641,0.00009656511,0.0007101464,0.000005260822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000139738,"about_ca_system_score_gemma":0.001362495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004621011,"about_ca_topic_score_gemma":0.00003184347,"domain_scores_codex":[0.9967215,0.0006622572,0.0005950208,0.0006225893,0.0009597788,0.0004388542],"domain_scores_gemma":[0.9983718,0.0001213899,0.0003123798,0.000275153,0.0007435074,0.0001757615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004495877,0.00001412098,0.0009309801,0.06654758,0.0005176145,4.797202e-7,0.00002329037,2.027778e-7,0.00001100065,0.00001717189,0.009379428,0.9225537],"study_design_scores_gemma":[0.0001889396,0.0000436636,0.0001243602,0.03350567,0.0005579569,3.0783e-7,5.713472e-7,6.465465e-7,0.0001207112,0.00005883668,0.9651561,0.0002422277],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005117636,0.9956664,0.000003651325,0.0006697087,0.0001426943,0.0008835624,0.002365943,0.000007667732,0.0002091837],"genre_scores_gemma":[0.000009585206,0.9953986,0.00003786551,0.000222625,0.001590699,0.000452512,0.001986797,0.00005367022,0.0002476375],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9557767,"threshold_uncertainty_score":0.9999666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0930065282956708,"score_gpt":0.4342820293781254,"score_spread":0.3412755010824546,"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."}}