{"id":"W2944542929","doi":"10.1016/j.ypmed.2019.03.007","title":"The burden of cancer attributable to modifiable risk factors in Canada: Methods overview","year":2019,"lang":"en","type":"article","venue":"Preventive Medicine","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University; Occupational Cancer Research Centre; Cancer Care Ontario; Queen's University; Alberta Health Services; McMaster University; Canadian Cancer Society; McGill University; McGill University Health Centre; Alberta Cancer Foundation; University of Calgary; Impact","funders":"World Cancer Research Fund; Canadian Cancer Society Research Institute; Alberta Innovates; Alberta Cancer Foundation","keywords":"Medicine; Environmental health; Attributable risk; Population; Cancer; Cervical cancer; Lung cancer; Incidence (geometry); Obesity; Epidemiology; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008226578,0.0001844337,0.0007430789,0.00009289881,0.00004931406,0.000003410483,0.0001743534,0.00004183955,0.00119069],"category_scores_gemma":[0.0003335373,0.0001048384,0.00007340125,0.0005498468,0.00005875409,0.00004023044,0.00007927234,0.0002703723,0.000005570478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008623631,"about_ca_system_score_gemma":0.0009672128,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9928219,"about_ca_topic_score_gemma":0.6352805,"domain_scores_codex":[0.9982744,0.000172182,0.0004746873,0.000282624,0.0004224846,0.0003735949],"domain_scores_gemma":[0.9985872,0.0004714364,0.0002112496,0.0004056834,0.0001443803,0.0001800667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000307465,0.00004556661,0.9421831,0.0003059753,0.0003422849,0.000006081039,0.002682227,0.003928662,0.005180249,0.0001357776,0.007622524,0.03726007],"study_design_scores_gemma":[0.003820549,0.0006351878,0.7257842,0.002132249,0.0004775782,0.000002517004,0.006495777,0.003464785,0.01497886,0.0003706269,0.2415069,0.0003307109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799525,0.01464422,0.0003165671,0.002091169,0.0007557667,0.001127218,0.00007283173,0.000009099043,0.001030624],"genre_scores_gemma":[0.9920883,0.00323091,0.0002090723,0.0001212687,0.000154092,0.00005818216,0.00001219359,0.00002206691,0.004103924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3575414,"threshold_uncertainty_score":0.9997224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04474868897861808,"score_gpt":0.3856030243514761,"score_spread":0.340854335372858,"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."}}