{"id":"W2099835230","doi":"10.1093/epirev/mxr003","title":"Breast Cancer Screening: A 35-Year Perspective","year":2011,"lang":"en","type":"article","venue":"Epidemiologic Reviews","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Overdiagnosis; Medicine; Breast cancer; Breast cancer screening; Cancer screening; Guideline; Cancer; Family medicine; Public health; Population; Preventive healthcare; Mammography; Randomized controlled trial; Cancer prevention; Gynecology; Task force; Surgery; Internal medicine; Pathology; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002120017,0.0002558298,0.001062682,0.00006170029,0.00009056968,0.000006169938,0.0002135961,0.0001401169,0.002871893],"category_scores_gemma":[0.001268901,0.0001614858,0.0003944107,0.0003046881,0.0001392272,0.0001232385,0.00007319805,0.0003678176,0.0004173663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001813159,"about_ca_system_score_gemma":0.00007401827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0024731,"about_ca_topic_score_gemma":0.00004332333,"domain_scores_codex":[0.9978057,0.0003807318,0.0006556114,0.0005196935,0.0001715922,0.0004667142],"domain_scores_gemma":[0.9986696,0.0001029247,0.000318518,0.0004840779,0.0001678112,0.0002570199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006132991,0.0001114527,0.7143705,0.0001425004,0.0001637883,0.0001100283,0.0009508111,0.000003824681,0.0001339817,0.01421073,0.1440154,0.1251737],"study_design_scores_gemma":[0.0009286705,0.0004825968,0.7484618,0.001945419,0.0003424355,0.0007785629,0.001282078,0.00008148469,0.00006576114,0.005142159,0.2399871,0.0005018363],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.05990157,0.4551857,0.01284764,0.02589241,0.001137916,0.005230336,0.0001096578,0.0006976881,0.4389971],"genre_scores_gemma":[0.711278,0.1421171,0.1064895,0.03261452,0.0021745,0.0007726756,0.00002578053,0.00007628529,0.004451535],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6513765,"threshold_uncertainty_score":0.9980396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4105643437136507,"score_gpt":0.4415620470465209,"score_spread":0.03099770333287022,"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."}}