{"id":"W3213879794","doi":"10.3390/cancers13225735","title":"Diabetes and Cancer: Risk, Challenges, Management and Outcomes","year":2021,"lang":"en","type":"review","venue":"Cancers","topic":"Metabolism, Diabetes, and Cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":178,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Cancer Agency; University of Saskatchewan","funders":"","keywords":"Cancer; Medicine; Diabetes mellitus; Intensive care medicine; Risk management; Risk analysis (engineering); Internal medicine; Business; Endocrinology","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":[0.0001582331,0.0004100188,0.001094179,0.00005758458,0.00008056292,0.00003968866,0.0001687375,0.0002657159,0.00003968688],"category_scores_gemma":[0.00002159234,0.0003466225,0.0002087832,0.00007236944,0.0001149154,0.000003084758,0.0002199277,0.0001745534,0.000002032549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000128444,"about_ca_system_score_gemma":0.000284028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004821899,"about_ca_topic_score_gemma":0.00008720833,"domain_scores_codex":[0.9984003,0.0001226,0.0002695964,0.0007359423,0.0001214733,0.000350132],"domain_scores_gemma":[0.999158,0.00002108536,0.0002063125,0.0004358226,0.00003454859,0.0001442196],"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":[0.000001037374,0.000003279259,0.0001075614,0.005468119,0.0007538851,0.000002229426,0.00001776461,0.000001042952,4.184941e-7,0.00005799699,0.00246565,0.991121],"study_design_scores_gemma":[0.000245267,0.00002585103,0.00005022635,0.002032116,0.001006223,0.000001128404,0.00004746106,8.513759e-7,0.00001601172,0.00001396876,0.9961625,0.0003983683],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003330599,0.9980102,0.000001520895,0.000008729213,0.0005712274,0.0003603885,0.0002064966,0.00001092834,0.0004974962],"genre_scores_gemma":[0.00001035662,0.9980927,0.00007296527,0.0001741977,0.0003743339,0.0004892911,0.0001201019,0.00005877699,0.0006072897],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9936969,"threshold_uncertainty_score":0.9998986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02721896765229255,"score_gpt":0.3023356354177484,"score_spread":0.2751166677654558,"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."}}