{"id":"W4309455313","doi":"10.3390/curroncol29110688","title":"Feasibility Study and Clinical Impact of Incorporating Breast Tissue Density in High-Risk Breast Cancer Screening Assessment","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital; Children's Hospital of Eastern Ontario","funders":"","keywords":"Medicine; McNemar's test; Breast cancer; Breast density; Risk assessment; Internal medicine; Genetic testing; Oncology; Population; Mammography; Gynecology; Cancer; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.02873204,0.0004465888,0.000371776,0.0007378507,0.0003744565,0.0009055294,0.001017876,0.0006178289,0.001285721],"category_scores_gemma":[0.05173658,0.0004364517,0.0008681203,0.0007026845,0.0006339641,0.0009942728,0.001480394,0.0005616361,0.000331356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001102581,"about_ca_system_score_gemma":0.001663445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004761315,"about_ca_topic_score_gemma":0.009365171,"domain_scores_codex":[0.968586,0.02497857,0.0008353782,0.0009630415,0.004075266,0.0005616064],"domain_scores_gemma":[0.9673839,0.01940858,0.004307848,0.003192726,0.004238859,0.001468199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01177402,0.001971458,0.9189022,0.0001075759,0.0001935113,0.0001446805,0.000477861,0.001837527,0.001356418,0.0002127378,0.0004762943,0.06254567],"study_design_scores_gemma":[0.001103232,0.02933532,0.9490837,0.00007219117,0.0003005803,0.0005890735,0.0005364793,0.01442209,0.001992462,0.0002796197,0.002224223,0.00006113034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923774,0.0003401588,0.003053932,0.0003935042,0.00003370468,0.0007053032,0.0002064378,0.00003192242,0.002857626],"genre_scores_gemma":[0.9924465,0.00008453427,0.006721988,0.00008817879,0.00003431252,0.0002510055,0.000145238,0.000007829165,0.0002202926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02873204,"threshold_uncertainty_score":0.1519514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08936502132976844,"score_gpt":0.4819818101549389,"score_spread":0.3926167888251705,"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."}}