{"id":"W2799529771","doi":"10.1055/s-0038-1648218","title":"Controversies in the Use and Periodicity of Mammography as a Screening Method for Breast Cancer","year":2018,"lang":"en","type":"editorial","venue":"Revista Brasileira Ginecologia e Obstetrícia","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mammography; Breast cancer; Medicine; Mammography screening; Breast cancer screening; Gynecology; Population; Cancer; Demography; Obstetrics; Environmental health; Internal medicine","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001401185,0.0005520404,0.001611181,0.0002832864,0.0001850815,0.0002311346,0.0004720623,0.0008382631,0.0001270811],"category_scores_gemma":[0.01389725,0.0003982081,0.0004440035,0.000652145,0.0004400062,0.0002076672,0.0001364696,0.0008631796,0.000002070197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002328481,"about_ca_system_score_gemma":0.0006395259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002518603,"about_ca_topic_score_gemma":0.0006178661,"domain_scores_codex":[0.9965735,0.0003120301,0.0008202519,0.0007924236,0.0008821484,0.0006196653],"domain_scores_gemma":[0.9850956,0.01240499,0.0007100917,0.0006365638,0.0009984309,0.0001542877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001464667,0.00007366994,0.1958015,0.001300759,0.000334442,0.0000689209,0.0003103404,0.000005897916,0.00008564173,0.000155041,0.7961162,0.004282929],"study_design_scores_gemma":[0.003699134,0.001273294,0.383429,0.002777704,0.001196539,0.00007320259,0.0008756508,0.0002202814,0.00001492301,0.00001596911,0.6058855,0.0005387928],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"editorial","genre_scores_codex":[0.4902044,0.03783678,0.005443331,0.003131371,0.4299392,0.01595091,0.01637502,0.0003019827,0.0008170878],"genre_scores_gemma":[0.3413005,0.004864756,0.05904431,0.008420245,0.5820341,0.001813117,0.001096207,0.0003898437,0.001037021],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1902307,"threshold_uncertainty_score":0.999847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0702438242860687,"score_gpt":0.3734482599134583,"score_spread":0.3032044356273895,"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."}}