{"id":"W1945994099","doi":"10.1007/s10549-015-3622-x","title":"Digital versus screen-film mammography: impact of mammographic density and hormone therapy on breast cancer detection","year":2015,"lang":"en","type":"article","venue":"Breast Cancer Research and Treatment","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; University of Toronto; University Health Network; Cancer Care Ontario; Women's College Hospital; Public Health Ontario","funders":"Canadian Institutes of Health Research; Canadian Breast Cancer Research Alliance; Breast Cancer Alliance; Association Canadienne des Radiologistes; Cancer Research Institute","keywords":"Mammography; Medicine; Breast cancer; Digital mammography; Gynecology; Hormone therapy; Confidence interval; Breast cancer screening; Logistic regression; Cancer; Obstetrics; Oncology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000185299,0.0003088863,0.0004086434,0.0006938587,0.0001461914,0.0001416075,0.00006807813,0.00008050412,0.00001992426],"category_scores_gemma":[0.000007841438,0.0002082429,0.0002309393,0.0009141687,0.0005608316,0.0003354099,0.0000442684,0.0002057018,0.000002460767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003337398,"about_ca_system_score_gemma":0.0002936735,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01203415,"about_ca_topic_score_gemma":0.0004798179,"domain_scores_codex":[0.9980459,0.00005130909,0.0001996758,0.000481562,0.0006524028,0.0005691607],"domain_scores_gemma":[0.9983809,0.00006928624,0.00006770992,0.0002947817,0.0004238882,0.0007634427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0285443,0.0008230575,0.3809564,0.00001533496,0.001042801,0.00005928976,0.00009266772,0.000003179938,0.0006550152,0.00002011057,0.0001104345,0.5876774],"study_design_scores_gemma":[0.01117325,0.007439689,0.9789532,0.0001482903,0.00008037077,0.0006768365,0.0001563965,0.00004572325,0.0008855059,0.0001178115,0.0001347993,0.0001881362],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912841,0.005224414,0.000004550247,0.0006285015,0.00006038939,0.0006009478,0.001114857,0.00004728689,0.001034987],"genre_scores_gemma":[0.9944168,0.005116241,0.000009998074,0.00001440898,0.0001641922,0.0001220348,0.00003698553,0.00003160143,0.00008777408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5979968,"threshold_uncertainty_score":0.9945448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06202091855493271,"score_gpt":0.3626229729813324,"score_spread":0.3006020544263998,"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."}}