{"id":"W2922190918","doi":"10.1093/aje/kwz033","title":"Reproductive Factors and Mammographic Density: Associations Among 24,840 Women and Comparison of Studies Using Digitized Film-Screen Mammography and Full-Field Digital Mammography","year":2019,"lang":"en","type":"review","venue":"American Journal of Epidemiology","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"National Cancer Institute; School of Medicine, Stanford University; UnitedHealth Group; Kaiser Permanente","keywords":"Mammography; Digital mammography; Medicine; Breast cancer; MAMMOGRAPHIC DENSITY; Breast cancer screening; Obstetrics; Gynecology; Medical physics; 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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00172198,0.0006682085,0.007868485,0.002121914,0.000120336,0.00005250278,0.0001747939,0.0002370551,0.000002041314],"category_scores_gemma":[0.003784392,0.0004798743,0.001121385,0.001405521,0.002783875,0.000459013,0.0001882486,0.0009728631,1.611822e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006743058,"about_ca_system_score_gemma":0.0001239195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008898484,"about_ca_topic_score_gemma":0.000006621503,"domain_scores_codex":[0.9954377,0.0006558086,0.002275272,0.0007085233,0.0002770569,0.0006456746],"domain_scores_gemma":[0.9876665,0.006306239,0.00475085,0.0004026085,0.0004191512,0.0004545942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001461815,0.00009048094,0.7109549,0.001480576,0.004600406,0.0000173932,0.0004906746,7.025268e-7,0.000001538233,0.00003690435,0.00009736631,0.2820829],"study_design_scores_gemma":[0.005480973,0.025538,0.7872433,0.04603798,0.02703062,0.01068365,0.03186402,0.0000531074,0.000007545295,0.008707938,0.05354002,0.003812813],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.4392207,0.5599711,0.0001023313,0.00009943948,0.0001335737,0.0003220332,0.0000934505,0.00001476912,0.0000425886],"genre_scores_gemma":[0.2681778,0.7303562,0.001143316,0.00009218445,0.0001349163,0.00000636564,0.00003325507,0.00004739082,0.000008505725],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2782701,"threshold_uncertainty_score":0.99993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09712982603093263,"score_gpt":0.3904704574118707,"score_spread":0.2933406313809381,"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."}}