{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008339035,0.0002507331,0.0007037486,0.0001917823,0.00004561653,0.00003141129,0.00007481464,0.0005843969,0.0001310909],"category_scores_gemma":[0.00004130089,0.0002189941,0.0002115893,0.0001427084,0.0002677436,0.00004797988,0.00005641735,0.0009275904,0.00002224237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003358087,"about_ca_system_score_gemma":0.00008442062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001931809,"about_ca_topic_score_gemma":0.000001266623,"domain_scores_codex":[0.9987643,0.00008282585,0.0001859597,0.000474037,0.0001229887,0.000369897],"domain_scores_gemma":[0.9992331,0.0001882077,0.00006651602,0.0003512236,0.00006651085,0.00009448587],"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":[0.00003713341,0.0000258228,0.01088312,0.0002454965,0.0003778299,0.008177882,0.00002354648,2.249316e-8,0.0001413578,0.00004118271,0.9330012,0.04704538],"study_design_scores_gemma":[0.0004941221,0.0001017684,0.03096565,0.0002757466,0.000497451,0.280574,0.00001975493,0.000008959346,0.0001499933,0.0002850382,0.6862581,0.00036942],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04607773,0.002547437,0.0000693024,0.9356664,0.0005074188,0.0002080657,0.0000855244,0.000131155,0.01470692],"genre_scores_gemma":[0.09847197,0.0003014973,0.0006604805,0.8907278,0.005563555,0.00001544246,0.0006506334,0.0000735382,0.003535075],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2723961,"threshold_uncertainty_score":0.8930319,"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."}}