{"id":"W835229958","doi":"10.1057/jphp.2015.19","title":"Viewpoint: It is time to reconsider policy for population-based mammography screening","year":2015,"lang":"en","type":"article","venue":"Journal of Public Health Policy","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Mammography; Medicine; Harm; Population; Public health law; Breast cancer; Breast cancer screening; Distress; Public health; Mammography screening; Family medicine; Health policy; Environmental health; Cancer; International health; Nursing; Psychology; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004033307,0.0002007685,0.0006976108,0.00180673,0.0001533991,0.00008452657,0.0002103405,0.0001185681,0.0002271954],"category_scores_gemma":[0.004660761,0.000172809,0.000343681,0.001502192,0.00003079224,0.0003597563,0.00003206299,0.0003071033,0.00006298079],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008728132,"about_ca_system_score_gemma":0.009237844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00414429,"about_ca_topic_score_gemma":0.00008418401,"domain_scores_codex":[0.9968297,0.0001727872,0.001182888,0.0002114109,0.0007781316,0.0008250299],"domain_scores_gemma":[0.9949997,0.0001722132,0.0007587469,0.0002901108,0.001275899,0.00250332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003214794,0.0001018541,0.01469551,0.000167595,0.0001201202,0.00001476959,0.001196994,0.0001442602,0.00001802571,0.0008759568,0.8486703,0.1336731],"study_design_scores_gemma":[0.00339138,0.002395685,0.02681034,0.0006174583,0.00003655033,0.0003984188,0.000361123,0.0005747158,0.00001958749,0.001245408,0.9639282,0.0002211596],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009448541,0.000484214,0.01199115,0.9747838,0.0001327935,0.0005970314,0.00004959753,0.00003326497,0.002479639],"genre_scores_gemma":[0.134434,0.00003891491,0.05733406,0.8013101,0.005590095,0.00002496888,0.00002983149,0.00006315931,0.001174839],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1734736,"threshold_uncertainty_score":0.9963788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3067729631294701,"score_gpt":0.479231487225618,"score_spread":0.1724585240961479,"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."}}