{"id":"W4416431208","doi":"10.1016/j.esmorw.2025.100632","title":"Trends in smoking and obesity prevalence at breast cancer diagnosis: results from a 35-year real-world observational study","year":2025,"lang":"en","type":"article","venue":"ESMO Real World Data and Digital Oncology","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre hospitalier universitaire de Québec; Université Laval; Centre hospitalier de l'Université Laval","funders":"Fonds de Recherche du Québec - Santé; Health Research","keywords":"Obesity; Breast cancer; Incidence (geometry); Confidence interval; Public health; Observational study; Epidemiology; Cohort","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002393001,0.0001916914,0.000514156,0.0003351728,0.00009667446,0.00006894645,0.000182909,0.00006446769,0.0001209048],"category_scores_gemma":[0.00007389473,0.0001667645,0.0000306068,0.0006759524,0.0001830789,0.0003971822,0.000666296,0.0002387373,0.000001852385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004039363,"about_ca_system_score_gemma":0.000206979,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04647862,"about_ca_topic_score_gemma":0.342985,"domain_scores_codex":[0.9982875,0.00005609919,0.000456538,0.0007433233,0.000197645,0.0002588987],"domain_scores_gemma":[0.9986083,0.0005496406,0.0001408803,0.0005191396,0.0000395927,0.000142443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001915234,0.0005033452,0.9068184,0.00002575527,0.00009931905,0.00007925674,0.0002584979,0.000001017094,0.000001401376,0.0001189953,0.01076208,0.07941666],"study_design_scores_gemma":[0.003982993,0.0002198511,0.964485,0.0002401014,0.0001605294,0.000004212831,0.0001653901,0.00006442088,0.000002441115,0.00008613054,0.03044999,0.0001389393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725808,0.0002732399,6.438655e-7,0.002677947,0.0001946067,0.000286841,0.009633557,0.0000342674,0.01431812],"genre_scores_gemma":[0.9900428,0.002076431,0.00002877794,0.0003195006,0.0001613997,0.00008118256,0.001788587,0.00001127932,0.005490011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2965064,"threshold_uncertainty_score":0.9598709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1015750808037911,"score_gpt":0.3995594585988109,"score_spread":0.2979843777950197,"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."}}