{"id":"W3201228382","doi":"10.1177/08465371211038765","title":"Digital Breast Tomosynthesis: One Step Forward","year":2021,"lang":"en","type":"letter","venue":"Canadian Association of Radiologists Journal","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women's College Hospital; University of Toronto","funders":"","keywords":"Medicine; Digital Breast Tomosynthesis; Tomosynthesis; Medical physics; Radiology; Mammography; Breast 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0005631737,0.0003675859,0.001082128,0.0009140964,0.0001519587,0.0004013633,0.0003052289,0.00100327,0.00031559],"category_scores_gemma":[0.001038706,0.0003619284,0.0008789792,0.0004537802,0.0001329218,0.0003717507,0.00002227315,0.002375298,0.00003075283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002667999,"about_ca_system_score_gemma":0.002646413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007631879,"about_ca_topic_score_gemma":0.001024731,"domain_scores_codex":[0.9970366,0.0001431343,0.0007735718,0.0003572965,0.0007970667,0.0008923186],"domain_scores_gemma":[0.996805,0.0002915077,0.001070661,0.0003270956,0.0008398485,0.0006659498],"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":[0.00001904359,0.00003810322,0.03621492,0.0001037748,0.001354591,0.002255691,0.00002480076,0.000001075275,0.000006014409,0.00001412661,0.913938,0.04602979],"study_design_scores_gemma":[0.0009567481,0.0001613692,0.03080424,0.0009252249,0.000576371,0.01540074,0.00009014224,0.00001071274,0.0000131518,0.0001536329,0.9504544,0.0004532933],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001839192,0.001237328,0.0002489183,0.9253345,0.001273461,0.0003338815,0.00268322,0.00006048683,0.06698906],"genre_scores_gemma":[0.2537647,0.0009090964,0.002036745,0.6560798,0.02323533,0.00002768796,0.004270955,0.0003116233,0.05936406],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2692546,"threshold_uncertainty_score":0.9999263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01294419679528634,"score_gpt":0.2181135201549691,"score_spread":0.2051693233596827,"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."}}