{"id":"W2766807475","doi":"10.1007/s12609-017-0257-4","title":"How Effective Is Mammography as a Screening Tool?","year":2017,"lang":"en","type":"article","venue":"Current Breast Cancer Reports","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Mammography; Breast cancer screening; Breast cancer; Population; Cancer screening; Surgical oncology; Cancer; Medical physics; Gynecology; Oncology; Environmental health; 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":[0.03868162,0.0009119905,0.002345242,0.006334967,0.0008813487,0.006404131,0.002040378,0.005529781,0.006622786],"category_scores_gemma":[0.2133943,0.0007175068,0.001872408,0.003682952,0.003512563,0.007831354,0.001502435,0.003659876,0.001523153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003682096,"about_ca_system_score_gemma":0.00550515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006969255,"about_ca_topic_score_gemma":0.009586901,"domain_scores_codex":[0.97429,0.0138501,0.002871389,0.001294081,0.006544118,0.001150164],"domain_scores_gemma":[0.8024317,0.1538737,0.01672227,0.002909595,0.01912734,0.004935502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0007160578,0.0009171534,0.1568016,0.005099555,0.001530994,0.000556175,0.001033904,0.0005815352,0.0003753379,0.005489664,0.05673203,0.770166],"study_design_scores_gemma":[0.0006857048,0.003994847,0.5035252,0.06258389,0.01189188,0.006799499,0.01060944,0.003857461,0.003919629,0.03436229,0.357246,0.0005240985],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.04169725,0.3711261,0.002252087,0.5370659,0.008544468,0.0001009995,0.001108189,0.0001797783,0.03792519],"genre_scores_gemma":[0.5921657,0.2972937,0.00512812,0.07282871,0.02824882,0.0002385294,0.0008094558,0.000152416,0.003134503],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03868162,"threshold_uncertainty_score":0.2045704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06938395150541075,"score_gpt":0.3730757156562528,"score_spread":0.303691764150842,"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."}}