{"id":"W3182220948","doi":"10.1177/09691413211032265","title":"Impact of switching from digital mammography to tomosynthesis plus digital mammography on breast cancer screening in Alberta, Canada","year":2021,"lang":"en","type":"article","venue":"Journal of Medical Screening","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Medicine; Digital Breast Tomosynthesis; Mammography; Breast cancer; Digital mammography; Breast cancer screening; Nuclear medicine; Cancer; Internal medicine; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001429275,0.0003338098,0.0002840667,0.0009496007,0.001764672,0.001400856,0.001778186,0.0004970666,0.001544927],"category_scores_gemma":[0.00536326,0.0002711055,0.0004145273,0.00165461,0.0007908756,0.0003108081,0.001216338,0.0007543546,0.0001218839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05426146,"about_ca_system_score_gemma":0.07525038,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9952316,"about_ca_topic_score_gemma":0.997013,"domain_scores_codex":[0.997152,0.000331392,0.0001109333,0.000252538,0.00113424,0.001018954],"domain_scores_gemma":[0.9956527,0.0004176546,0.0006346509,0.00009095344,0.001531053,0.001673044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007288299,0.0002895602,0.952561,0.0001300542,0.00008765866,0.0003944632,0.0008709913,0.001239483,0.0009387909,0.0003193256,0.004003531,0.03843636],"study_design_scores_gemma":[0.0000521164,0.0001683339,0.9946406,0.00008356196,0.00005768781,0.0001147639,0.001596476,0.0008148972,0.00019971,0.00003899431,0.002212014,0.00002090259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883611,0.001682283,0.0001317371,0.002172394,0.00005832202,0.00009977223,0.001371785,0.00004411169,0.00607857],"genre_scores_gemma":[0.9959687,0.0007637145,0.0003159168,0.0006893864,0.00002022252,0.00001686821,0.0007587512,0.00000847338,0.001458057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05426146,"threshold_uncertainty_score":0.3936963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009811768173650677,"score_gpt":0.2721676777593488,"score_spread":0.2623559095856981,"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."}}