{"id":"W4409197459","doi":"10.1016/j.canep.2025.102808","title":"Diabetes medications and pancreatic cancer risk: A population-based cohort study","year":2025,"lang":"en","type":"article","venue":"Cancer Epidemiology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Centre for Applied Research in Cancer Control; Spinal Cord Injury BC; University of British Columbia","funders":"Michael Smith Health Research BC","keywords":"Medicine; Pancreatic cancer; Diabetes mellitus; Cohort; Cohort study; Population; Cancer; Internal medicine; Oncology; Family medicine; Environmental health; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002108959,0.000166384,0.001125772,0.0002047703,0.0002121262,0.000003659864,0.0001020491,0.0001767561,0.0005943883],"category_scores_gemma":[0.00357333,0.0001295292,0.00006279506,0.0002820894,0.0002858415,0.00002581204,0.00004629555,0.0003510496,0.000009011173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003226114,"about_ca_system_score_gemma":0.0008098511,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01101461,"about_ca_topic_score_gemma":0.001673158,"domain_scores_codex":[0.997584,0.0008019407,0.0005500851,0.0004745047,0.0001205951,0.0004688135],"domain_scores_gemma":[0.9951251,0.003931704,0.0001826635,0.0004098995,0.0001423352,0.0002082828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000666247,0.0001454198,0.9921807,0.0001202716,0.0007604949,0.000002475783,0.00006013928,0.00003909128,0.00001101439,0.0002852438,0.002954452,0.003374079],"study_design_scores_gemma":[0.001461768,0.0001924443,0.9849748,0.0001654357,0.001657819,6.060392e-7,0.00007065297,0.008831333,0.00000508013,0.001290989,0.001255524,0.00009351728],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731511,0.009801998,0.0005141898,0.01399635,0.0002517126,0.001472655,0.00003564389,0.00005854588,0.0007178312],"genre_scores_gemma":[0.9898767,0.001602536,0.0005815273,0.003352589,0.0001520968,0.002804173,0.00004993533,0.00001313216,0.001567343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0167256,"threshold_uncertainty_score":0.9955711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04675269912686563,"score_gpt":0.4362428526679313,"score_spread":0.3894901535410656,"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."}}