{"id":"W2142894143","doi":"10.1148/radiol.2273020046","title":"Survey of Radiology Residents: Breast Imaging Training and Attitudes","year":2003,"lang":"en","type":"article","venue":"Radiology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast imaging; Mammography; Medical imaging; Radiology; Family medicine; Breast cancer; Medical physics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0009409277,0.0001511774,0.0001451346,0.0005161736,0.0002830863,0.0003197747,0.0002056822,0.000469878,0.002290034],"category_scores_gemma":[0.004302716,0.0001972525,0.0001569722,0.0005149615,0.000286262,0.0003920283,0.0002893859,0.0003585629,0.0008034988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004501304,"about_ca_system_score_gemma":0.0006253985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008784588,"about_ca_topic_score_gemma":0.009146807,"domain_scores_codex":[0.999195,0.0002459662,0.00006868354,0.00005948676,0.0002804391,0.0001503637],"domain_scores_gemma":[0.9954919,0.0007307127,0.00186041,0.0000814287,0.0008478076,0.0009877081],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005122612,0.0001210412,0.994543,0.0000249339,0.00001310517,0.00007068268,0.0006618648,0.00002847851,0.0002389409,0.000005519668,0.0006424096,0.003598788],"study_design_scores_gemma":[0.000004889339,0.0001828623,0.9979025,0.0000129002,0.000003515045,0.0002108867,0.0009956356,0.00006582605,0.00005274014,0.000003446835,0.0005612015,0.00000350521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998961,0.00007386021,0.00004163347,0.0001711832,0.00000525192,0.00001399985,0.0002178255,0.000004507006,0.0005108039],"genre_scores_gemma":[0.9987564,0.0001688038,0.0001061491,0.0002468963,0.00001796754,0.00002906335,0.0002560815,0.000001732564,0.0004169549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9990591,"threshold_uncertainty_score":0.0174669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08806928196535758,"score_gpt":0.3533108365464643,"score_spread":0.2652415545811067,"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."}}