{"id":"W3200830032","doi":"10.1148/radiol.2021211788","title":"Breast Density and Tomosynthesis","year":2021,"lang":"en","type":"letter","venue":"Radiology","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Breast cancer; Mammography; Breast density; Digital mammography; Breast imaging; Medical physics; Family medicine; 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":[0.001436208,0.000936261,0.0009867366,0.00114583,0.007303694,0.004208178,0.001789515,0.08066191,0.01645188],"category_scores_gemma":[0.01326246,0.001179982,0.001316717,0.0008422679,0.002343423,0.002503949,0.001766681,0.03981245,0.005774462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005756223,"about_ca_system_score_gemma":0.005212099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01780331,"about_ca_topic_score_gemma":0.04501538,"domain_scores_codex":[0.998473,0.0003815432,0.0001761074,0.0001893571,0.0003310648,0.000448936],"domain_scores_gemma":[0.9962142,0.001827929,0.0002268178,0.0001473447,0.0005813728,0.001002314],"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":[0.0001190441,0.0001073125,0.003627968,0.00007365931,0.00002779442,0.06123549,0.000379392,0.0002717972,0.0005283595,0.01013241,0.9097655,0.01373122],"study_design_scores_gemma":[0.0001360164,0.0001319167,0.0053647,0.0006149776,0.00007726796,0.03926606,0.00133561,0.001852092,0.0005026465,0.02135126,0.9292694,0.0000978864],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.002109105,0.001244289,0.0001874102,0.9576693,0.01194052,0.00003918267,0.0000741503,0.00003345286,0.02670269],"genre_scores_gemma":[0.02103227,0.002650864,0.0006658948,0.8589174,0.05202802,0.00008168908,0.00007636599,0.00006345289,0.06448413],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.08066191,"threshold_uncertainty_score":0.05503696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01098460761280964,"score_gpt":0.2228823764094201,"score_spread":0.2118977687966105,"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."}}