{"id":"W2001269571","doi":"10.3747/co.21.2068","title":"Reflections on Screening Mammography and the Early Detection of Breast Cancer","year":2014,"lang":"en","type":"article","venue":"Current Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"","keywords":"Medicine; Mammography; Breast cancer; Cancer; Mammography screening; Medical physics; Breast cancer screening; Cancer detection; Cancer screening; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.02005203,0.0008282477,0.001156075,0.0009912093,0.003296153,0.00541218,0.004110392,0.03388045,0.0113369],"category_scores_gemma":[0.07869972,0.0007580319,0.001530024,0.0009898952,0.008789958,0.01303474,0.003951083,0.0581429,0.003043118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005043215,"about_ca_system_score_gemma":0.01147563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02395758,"about_ca_topic_score_gemma":0.04145866,"domain_scores_codex":[0.9863155,0.007916255,0.0009956332,0.0008445451,0.002924602,0.001003287],"domain_scores_gemma":[0.9120144,0.06018498,0.003641541,0.001811265,0.01335197,0.008995898],"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":[0.00004948607,0.00003810168,0.0004493007,0.0002579339,0.00002105817,0.0002015675,0.001188118,0.00005523497,0.0001139079,0.005295611,0.9680203,0.02430938],"study_design_scores_gemma":[0.00006836031,0.0001272985,0.002263916,0.002782561,0.00005153163,0.0006790924,0.004324032,0.0001072998,0.0002838855,0.01161312,0.9775724,0.00012636],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001141608,0.007439552,0.00003306811,0.9839053,0.007892969,0.00000203028,0.00001041006,0.000005011892,0.000597516],"genre_scores_gemma":[0.003821787,0.0180525,0.0002145629,0.9489545,0.02637906,0.00001491224,0.00002134397,0.00001673741,0.002524581],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03388045,"threshold_uncertainty_score":0.1060466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1860536061958083,"score_gpt":0.4643025618582922,"score_spread":0.278248955662484,"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."}}