{"id":"W2461640426","doi":"10.1016/s1470-2045(16)30155-3","title":"Reducing radiation doses for breast tomosynthesis?","year":2016,"lang":"en","type":"letter","venue":"The Lancet Oncology","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre","funders":"","keywords":"Tomosynthesis; Medicine; Mammography; Digital Breast Tomosynthesis; Digital mammography; Breast cancer; Breast imaging; Medical physics; Nuclear medicine; Radiology; Breast cancer screening; Cancer; 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":[0.005786799,0.0006616586,0.001152642,0.0007206842,0.001784218,0.003426577,0.001779415,0.049326,0.01770563],"category_scores_gemma":[0.04677792,0.0007880369,0.001505949,0.0006384456,0.003075839,0.004646287,0.002862481,0.03908123,0.007989098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004173959,"about_ca_system_score_gemma":0.005919812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005043516,"about_ca_topic_score_gemma":0.0134747,"domain_scores_codex":[0.9957498,0.001610438,0.0005011599,0.0003636114,0.001315392,0.0004596047],"domain_scores_gemma":[0.983391,0.01028769,0.001415704,0.0005935749,0.002132313,0.002179732],"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":[0.0002002117,0.00007760566,0.0009236565,0.0002561096,0.00004912673,0.0008433243,0.0001335273,0.0002398936,0.0005895159,0.008762965,0.9294652,0.0584588],"study_design_scores_gemma":[0.0001951931,0.00009333015,0.0008782783,0.0006031882,0.0000505273,0.001287751,0.0002319519,0.0002271214,0.0002845406,0.02068798,0.9754193,0.00004084886],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000154593,0.003301839,0.00007613089,0.9890178,0.005511675,0.000003251879,0.00001630214,0.00001165711,0.001906677],"genre_scores_gemma":[0.004075806,0.004082587,0.0004303179,0.9476743,0.0391138,0.00001832551,0.00002775136,0.00003545241,0.004541677],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.049326,"threshold_uncertainty_score":0.05923122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03716022325636447,"score_gpt":0.318474752845413,"score_spread":0.2813145295890486,"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."}}