{"id":"W1972382718","doi":"10.1002/ijc.25081","title":"Conundrums in screening for cancer","year":2009,"lang":"en","type":"review","venue":"International Journal of Cancer","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Cervix; Breast cancer screening; Medicine; Natural history; Cancer; Population; Cancer screening; Gynecology; Breast cancer; Disease; Mammography; Environmental health; Pathology; Internal medicine","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":[0.0003934432,0.0002524413,0.001391658,0.0005030522,0.00001955574,0.00004854779,0.0004485022,0.0001916769,0.0002336506],"category_scores_gemma":[0.0001446242,0.0001953498,0.0007598844,0.0001876244,0.00003418858,0.0001773465,0.00003040671,0.000540583,0.000002549848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000936627,"about_ca_system_score_gemma":0.001464995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002718877,"about_ca_topic_score_gemma":0.0002809559,"domain_scores_codex":[0.9976707,0.00003321091,0.001090215,0.0001984378,0.0007653654,0.0002421423],"domain_scores_gemma":[0.9976335,0.0001265666,0.001062709,0.0001041886,0.0009445759,0.0001284284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002945335,0.00002868582,0.0003649092,0.0006525587,0.000669995,0.0001609206,0.00002758235,0.0001144505,7.088881e-7,0.0001050606,0.003106408,0.9944742],"study_design_scores_gemma":[0.001334395,0.0001433112,0.0002747672,0.06483013,0.0008165096,0.0003765601,0.00001790965,0.00002341674,0.000004124515,0.00007026852,0.9319468,0.0001618133],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003091785,0.9958325,0.0005084603,0.001186073,0.001602184,0.0003836011,0.0001051211,0.000006369708,0.0003447804],"genre_scores_gemma":[0.0001393883,0.9941043,0.001214322,0.00102229,0.003112945,0.00007116552,0.00001860871,0.00003087724,0.000286081],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9943123,"threshold_uncertainty_score":0.7966132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2307559322428717,"score_gpt":0.5237760812535823,"score_spread":0.2930201490107107,"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."}}