{"id":"W2474677771","doi":"10.1016/j.ypmed.2016.06.033","title":"Revised estimates of overdiagnosis from the Canadian National Breast Screening Study","year":2016,"lang":"en","type":"article","venue":"Preventive Medicine","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Canada; Hospital for Sick Children; Public Health Ontario; University of Toronto","funders":"","keywords":"Overdiagnosis; Medicine; Mammography; Breast cancer; Gynecology; Randomized controlled trial; Breast cancer screening; Obstetrics; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0008046987,0.0001388159,0.0003466936,0.00008948938,0.0001319989,0.000006518912,0.0001733577,0.0000399137,0.00132638],"category_scores_gemma":[0.001388416,0.00006745623,0.00007181735,0.0002475337,0.0002200942,0.00009478005,0.00004476593,0.0001086967,0.0000180911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001921714,"about_ca_system_score_gemma":0.0002872981,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1758301,"about_ca_topic_score_gemma":0.06851386,"domain_scores_codex":[0.9983473,0.00008740884,0.0003315131,0.0002444629,0.0007684603,0.0002208826],"domain_scores_gemma":[0.99831,0.0006660429,0.0001443394,0.0002325968,0.0004541018,0.0001929033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001379532,0.00006114371,0.9602236,0.000009689635,0.0002535387,0.00002664221,0.0006734359,9.93571e-7,0.0007723086,0.0001564733,0.01068647,0.02699779],"study_design_scores_gemma":[0.002384701,0.0003594084,0.9915153,0.002032559,0.0002869284,0.00002310951,0.0009080098,0.00002867777,0.000291783,0.0008306125,0.001258308,0.00008058827],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338412,0.002759001,0.002740061,0.04930179,0.0003045626,0.001844505,0.0003415487,0.000055685,0.00881169],"genre_scores_gemma":[0.9978204,0.00003303842,0.0005051872,0.000993207,0.0004120208,0.000037387,0.00002383797,0.00001157967,0.0001633763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1073163,"threshold_uncertainty_score":0.9995865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09201065872405495,"score_gpt":0.3681949474250045,"score_spread":0.2761842887009495,"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."}}