{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004463548,0.0008867955,0.002271362,0.002793468,0.0006139823,0.001775766,0.001454771,0.002816548,0.003265173],"category_scores_gemma":[0.007435672,0.0005026505,0.001020879,0.003818894,0.002830029,0.003699136,0.001259304,0.004698727,0.001363689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001760358,"about_ca_system_score_gemma":0.003421128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003014802,"about_ca_topic_score_gemma":0.005032557,"domain_scores_codex":[0.9973581,0.0008922823,0.0004302817,0.0002572025,0.0009775036,0.00008448635],"domain_scores_gemma":[0.9948644,0.003874827,0.0003888901,0.0001268731,0.0006162792,0.0001288017],"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":[0.00005009071,0.00003728928,0.0002311037,0.03478936,0.0001318951,0.0001932719,0.0002427785,0.0002958825,0.0001952915,0.01807418,0.06336589,0.8823929],"study_design_scores_gemma":[0.00002318729,0.00006604321,0.0008519744,0.04420204,0.0001583021,0.001810492,0.0003146957,0.00009504203,0.0001047671,0.01722945,0.9351182,0.0000257704],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002628245,0.9971193,0.00005703922,0.001792487,0.0004066793,0.000002157683,0.00000356014,0.000002340178,0.0005901026],"genre_scores_gemma":[0.000440501,0.9978335,0.0001420972,0.0009962858,0.0003733173,0.000004308751,0.000006291933,9.606974e-7,0.0002026407],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004463548,"threshold_uncertainty_score":0.02360582,"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."}}