{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017164,0.0001829325,0.0007402572,0.0002391424,0.0001280833,0.00001448956,0.0001135745,0.00004903948,0.00009405619],"category_scores_gemma":[0.0000577478,0.000159647,0.0001586203,0.0005314032,0.0002187664,0.0001316349,0.0003475319,0.0008664462,3.800256e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005067932,"about_ca_system_score_gemma":0.0005127889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002773471,"about_ca_topic_score_gemma":0.0005201073,"domain_scores_codex":[0.9975799,0.0006752951,0.0006918464,0.0004722294,0.000302475,0.000278257],"domain_scores_gemma":[0.9987544,0.0002392364,0.0004235813,0.0002621291,0.0001293578,0.0001912917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004559261,0.003712775,0.6225613,0.0000240833,0.0001045911,0.00004738691,0.0001081741,0.00003063332,0.00002049555,0.000009473159,0.0000378918,0.3728873],"study_design_scores_gemma":[0.0047242,0.002563894,0.9899927,0.00005954147,0.0002107763,0.0005126417,0.0008490987,0.0008210959,0.000001577709,0.0001139295,0.00002149308,0.0001290081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977161,0.0002143652,0.0001222431,0.0002734601,0.0004011126,0.0008077696,0.0003439948,0.0000276644,0.00009326249],"genre_scores_gemma":[0.999442,0.00002889544,0.0002734901,0.00001871771,0.000136086,0.00004825701,0.0000357364,0.00001373162,0.000003074295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3727583,"threshold_uncertainty_score":0.6510217,"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."}}