{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03127666,0.0009345017,0.002825781,0.001435961,0.002111272,0.003480818,0.003247715,0.027627,0.004810029],"category_scores_gemma":[0.1285565,0.001118715,0.001293191,0.002674304,0.00425367,0.0062026,0.001351323,0.02151175,0.005070144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003670402,"about_ca_system_score_gemma":0.002670535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00472099,"about_ca_topic_score_gemma":0.007311892,"domain_scores_codex":[0.9773594,0.01361712,0.002641462,0.001625027,0.004241195,0.0005158181],"domain_scores_gemma":[0.8681061,0.1075416,0.006051471,0.003604559,0.0112153,0.003481003],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005972567,0.0001431446,0.02946582,0.0006576736,0.0002927235,0.003805992,0.0002867164,0.0001703219,0.0003599716,0.003432129,0.8719485,0.08883978],"study_design_scores_gemma":[0.001616796,0.000710254,0.07452815,0.006628783,0.0009761836,0.02611236,0.002496433,0.005991623,0.0008081574,0.08399502,0.7955911,0.0005452298],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009062702,0.008292652,0.0003203568,0.975979,0.01284928,0.00001796721,0.0000928857,0.00002259093,0.001519098],"genre_scores_gemma":[0.01395524,0.01164978,0.001074712,0.8437667,0.1268855,0.00007250728,0.00009614599,0.00003465394,0.002464772],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9687234,"threshold_uncertainty_score":0.1654087,"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."}}