{"id":"W3216032093","doi":"10.1177/09691413211059461","title":"The randomized trial of mammography screening that was not—A cautionary tale","year":2021,"lang":"en","type":"article","venue":"Journal of Medical Screening","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of British Columbia; University of Ottawa; University of Toronto","funders":"","keywords":"Medicine; Randomization; Randomized controlled trial; Mammography; Subversion; Breast cancer; Breast cancer screening; Clinical trial; Gynecology; Cancer; Surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.008022092,0.000204311,0.001199098,0.000130231,0.0002564971,0.00005648636,0.0004388292,0.0002522054,0.0004294024],"category_scores_gemma":[0.007765295,0.0001227874,0.001191365,0.0005217516,0.0005286089,0.0002111766,0.0001642486,0.001092351,0.000002006175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004178663,"about_ca_system_score_gemma":0.0006699745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001192022,"about_ca_topic_score_gemma":0.00002313521,"domain_scores_codex":[0.9931899,0.0005371959,0.001430304,0.0002077339,0.004212649,0.0004221766],"domain_scores_gemma":[0.9948334,0.002660704,0.0009853792,0.0002981188,0.0006419839,0.0005804158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8443652,0.0001937616,0.00430125,0.00006733687,0.00129339,0.002446898,0.0002541492,0.00007211706,0.0004325287,0.00114739,0.007232205,0.1381938],"study_design_scores_gemma":[0.9453269,0.001070057,0.004280261,0.003077335,0.001067585,0.004281271,0.002983526,0.002022816,0.003084688,0.0004429588,0.03209747,0.0002650826],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7491153,0.02531499,0.1394333,0.07834828,0.002867343,0.0009470897,0.00001321333,0.00005422901,0.00390623],"genre_scores_gemma":[0.9802761,0.002810273,0.01327551,0.001594898,0.001770577,0.000009714275,0.000008996676,0.00002379448,0.0002301522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2311607,"threshold_uncertainty_score":0.9296345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07370536373762641,"score_gpt":0.3561298331087304,"score_spread":0.2824244693711039,"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."}}