{"id":"W2520881481","doi":"10.9778/cmajo.20150068","title":"A methodologic framework to evaluate the number of cancers attributable to lifestyle and environment in Alberta","year":2016,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Environmental health; Attributable risk; Context (archaeology); Population; Medicine; Cancer prevention; Risk assessment; Cancer; Obesity; Geography; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1703872,0.001553058,0.001363486,0.009805177,0.001921798,0.003795141,0.004513547,0.001235915,0.003847472],"category_scores_gemma":[0.2095316,0.0007885901,0.002907319,0.006341309,0.005595069,0.001367013,0.003996452,0.001920345,0.0002698622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01350028,"about_ca_system_score_gemma":0.02038909,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1082509,"about_ca_topic_score_gemma":0.0750831,"domain_scores_codex":[0.8017513,0.1599375,0.011346,0.006522917,0.01898268,0.001459626],"domain_scores_gemma":[0.8499661,0.1129661,0.009124867,0.01051357,0.01685682,0.0005725746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001783452,0.0005727698,0.1666401,0.004634602,0.003037796,0.0006807304,0.00664425,0.07169193,0.001710462,0.386541,0.01298433,0.3430787],"study_design_scores_gemma":[0.002059184,0.002465713,0.1443622,0.004663714,0.002915388,0.001006944,0.005839797,0.2399494,0.00704334,0.4438221,0.1454009,0.0004714183],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01943251,0.001439092,0.9472932,0.001520343,0.0002092328,0.0175844,0.004091765,0.0003022475,0.008127225],"genre_scores_gemma":[0.1037706,0.0004195101,0.8584372,0.0004033919,0.00007050234,0.03426616,0.001537737,0.00003887855,0.001055884],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.891749,"threshold_uncertainty_score":0.9011045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06956756368236632,"score_gpt":0.3726353317328436,"score_spread":0.3030677680504773,"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."}}