{"id":"W2151358832","doi":"10.2337/db10-0334","title":"Diabetes, Insulin Use, and Cancer Risk: Are Observational Studies Part of the Solution–or Part of the Problem?","year":2010,"lang":"en","type":"letter","venue":"Diabetes","topic":"Metabolism, Diabetes, and Cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Observational study; Diabetes mellitus; Medicine; Insulin; Internal medicine; Cancer; Oncology; 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":[],"consensus_categories":[],"category_scores_codex":[0.000324667,0.0003662019,0.0006088598,0.00003398165,0.0001907351,0.00002914972,0.000514823,0.0008006989,0.00005200857],"category_scores_gemma":[0.0006923988,0.0002059088,0.0002558619,0.000171327,0.0007392027,0.00001213374,0.0004031374,0.0009105348,7.802964e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001730983,"about_ca_system_score_gemma":0.0002645763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004162116,"about_ca_topic_score_gemma":0.0002526332,"domain_scores_codex":[0.9979095,0.000267891,0.0005290509,0.0004835082,0.0003723344,0.0004377113],"domain_scores_gemma":[0.9975374,0.0001941104,0.0009723399,0.0007591122,0.0004986524,0.00003843059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008091067,0.00003452893,0.3078516,0.0005501532,0.000651283,1.387598e-7,0.00005509657,0.00001160062,0.007755553,0.0000083784,0.6769943,0.006079304],"study_design_scores_gemma":[0.0002533238,0.00003709607,0.03993948,0.0004282673,0.0002834333,1.080775e-7,0.00001290938,0.000005095328,0.08302714,0.0001999289,0.87556,0.0002531672],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.7543357,0.2309426,3.234981e-7,0.01083525,0.001196423,0.0004774593,0.002186276,0.000006829156,0.00001917208],"genre_scores_gemma":[0.1646223,0.4273204,0.0006804688,0.3764409,0.01838183,0.002888188,0.001333505,0.0003823054,0.007950105],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5897133,"threshold_uncertainty_score":0.8396716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0500841993030474,"score_gpt":0.2666155511165154,"score_spread":0.216531351813468,"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."}}