{"id":"W4226068862","doi":"10.1016/j.canep.2022.102152","title":"Pre-diagnosis lifestyle, health history and psychosocial factors associated with stage at breast cancer diagnosis – Potential targets to shift stage earlier","year":2022,"lang":"en","type":"article","venue":"Cancer Epidemiology","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary; University of British Columbia; Alberta Health Services","funders":"Canadian Institutes of Health Research; Alberta Health; Alberta Cancer Foundation; Alberta Health Services","keywords":"Medicine; Breast cancer; Stage (stratigraphy); Psychosocial; Body mass index; Cancer; Breast cancer screening; Comorbidity; Obstetrics; Odds ratio; Mammography; Gynecology; Gerontology; Internal medicine; Psychiatry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000960884,0.000480003,0.00148313,0.0002314169,0.000540745,0.000007818748,0.0002119406,0.0002157462,0.01150001],"category_scores_gemma":[0.0002639357,0.0004203448,0.0002096814,0.0002881949,0.0003082992,0.00009564885,0.0002688838,0.0007677255,0.000006344691],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007356266,"about_ca_system_score_gemma":0.00129899,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03586809,"about_ca_topic_score_gemma":0.02121523,"domain_scores_codex":[0.9958321,0.0008109294,0.0007496547,0.001077003,0.0003990184,0.001131296],"domain_scores_gemma":[0.9972434,0.0006801347,0.0006729512,0.0004121031,0.00009934846,0.0008920355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008290564,0.0001920672,0.8267755,0.00007907685,0.0003711584,0.00002284937,0.002502338,0.0006982885,0.00001270055,0.00003861107,0.1660559,0.002422447],"study_design_scores_gemma":[0.001457118,0.0006752308,0.6808761,0.0000777676,0.000101013,0.00000389851,0.0001719214,0.00003001043,0.000007835745,0.00001126133,0.316277,0.000310909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9303852,0.02227494,0.00006142547,0.03686122,0.00238849,0.001243137,0.006598616,0.0001373755,0.00004954702],"genre_scores_gemma":[0.9643446,0.006408921,0.00005232218,0.01926886,0.0006533092,0.004954685,0.0003219375,0.0001243162,0.003871104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1502211,"threshold_uncertainty_score":0.9998248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05475030145865419,"score_gpt":0.3516814189112758,"score_spread":0.2969311174526216,"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."}}