{"id":"W4411345347","doi":"10.1158/1055-9965.epi-25-0227","title":"Changes in Physical Activity and Risk of Cancer, Findings from the UK Biobank Study","year":2025,"lang":"en","type":"article","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Physical Activity and Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Cancer Foundation; Alberta Health Services","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Cancer; Breast cancer; Prostate cancer; Physical activity; Prospective cohort study; Internal medicine; Obesity; Cohort; Lower risk; Biobank; Cohort study; Proportional hazards model; Oncology; Confidence interval; Physical therapy; Bioinformatics; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003087764,0.0003298243,0.0004894879,0.001812293,0.0005990809,0.001228726,0.0006496648,0.0006795657,0.001778425],"category_scores_gemma":[0.01305999,0.0005444302,0.0007376732,0.004595281,0.0004014738,0.0007535201,0.00157249,0.0007676888,0.000422118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001192088,"about_ca_system_score_gemma":0.0008878334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07279719,"about_ca_topic_score_gemma":0.06628706,"domain_scores_codex":[0.9970896,0.001023918,0.0005888129,0.0005581157,0.0005281876,0.0002113868],"domain_scores_gemma":[0.9943614,0.0008488509,0.003179373,0.0005432001,0.0006480445,0.0004190941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002157842,0.0000218222,0.995717,0.0001163579,0.0001878141,0.00006682377,0.0003113412,0.00004096609,0.00009601016,0.00002945108,0.001032256,0.002164466],"study_design_scores_gemma":[0.00001534942,0.00002347072,0.9991724,0.00003845919,0.00004199832,0.00006575198,0.00006733135,0.00001964007,0.00001020371,0.00001311334,0.0005286498,0.000003732446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9699526,0.009981952,0.0003978891,0.00074286,0.00006356045,0.0001332605,0.01719989,0.00001274177,0.001515158],"genre_scores_gemma":[0.989449,0.00274266,0.0003697982,0.000264292,0.00003456486,0.0002183968,0.006365308,0.000009144681,0.0005467933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07279719,"threshold_uncertainty_score":0.1447469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07409124225696746,"score_gpt":0.4357725242941528,"score_spread":0.3616812820371854,"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."}}