{"id":"W2944647950","doi":"10.1093/jbi/wbz006","title":"A Case-Control Study to Add Volumetric or Clinical Mammographic Density into the Tyrer-Cuzick Breast Cancer Risk Model","year":2019,"lang":"en","type":"article","venue":"Journal of Breast Imaging","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"Congressionally Directed Medical Research Programs; Cancer Research UK","keywords":"Medicine; Breast cancer; MAMMOGRAPHIC DENSITY; Cancer; Mammography; 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":[0.002963194,0.0003946754,0.001033805,0.001197343,0.0002497835,0.0002493373,0.0004412229,0.00005882957,0.0001498627],"category_scores_gemma":[0.0002308914,0.0002366356,0.0008685146,0.002118453,0.0001703416,0.0007673925,0.0001428134,0.001259142,0.00003668067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001496157,"about_ca_system_score_gemma":0.0004581996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008704895,"about_ca_topic_score_gemma":0.0002292998,"domain_scores_codex":[0.996341,0.000329634,0.001319941,0.0004744898,0.0009208508,0.0006140276],"domain_scores_gemma":[0.996385,0.000458946,0.000820218,0.0006462932,0.001000789,0.0006887538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002559963,0.0009221522,0.727069,0.00002866426,0.0006991725,0.002606515,0.0007116041,0.0004260228,0.000038741,0.000002548259,0.0007719597,0.2641636],"study_design_scores_gemma":[0.005625379,0.0005171833,0.8174977,0.0003063789,0.001488887,0.1529436,0.002322059,0.01887549,0.000002591232,0.00007368029,0.00006820161,0.0002788609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990461,0.0005407277,0.003242054,0.003875052,0.0006497821,0.0008979839,0.0001149573,0.00004669492,0.0001717715],"genre_scores_gemma":[0.9963605,0.00005344509,0.0008954382,0.001660868,0.0007980789,0.00001012379,6.920598e-7,0.00006209262,0.0001587688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2638848,"threshold_uncertainty_score":0.9649721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01400087858767205,"score_gpt":0.3070791722423752,"score_spread":0.2930782936547031,"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."}}