{"id":"W2077493544","doi":"10.1080/09513590400030004","title":"Is mammographic density, as currently measured, a robust surrogate marker for breast cancer?","year":2005,"lang":"en","type":"article","venue":"Gynecological Endocrinology","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Breast cancer; Progestogen; Contraindication; Gynecology; Estrogen; Mammography; Oncology; Surrogate endpoint; Internal medicine; Cancer; Alternative medicine; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06932343,0.0004262583,0.002517585,0.001798206,0.0004850922,0.00314879,0.001386949,0.002570605,0.0008506322],"category_scores_gemma":[0.1962446,0.0003263708,0.0007977776,0.002896042,0.004739546,0.002456509,0.00112411,0.001742375,0.0006438577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001398928,"about_ca_system_score_gemma":0.001614768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002988272,"about_ca_topic_score_gemma":0.002953576,"domain_scores_codex":[0.9631491,0.02448581,0.003411657,0.002937382,0.00535602,0.0006599496],"domain_scores_gemma":[0.8747016,0.0658749,0.03244974,0.008082036,0.01654331,0.002348407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009260916,0.0001446231,0.7627866,0.002013998,0.001225944,0.0003077083,0.00104974,0.00128647,0.002492096,0.004656142,0.008791378,0.2143193],"study_design_scores_gemma":[0.0001293585,0.001778965,0.9081031,0.003985807,0.0009187114,0.004185436,0.00328052,0.007930562,0.00314663,0.0204844,0.04572643,0.0003299759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4665008,0.2085052,0.06270053,0.2357041,0.003831793,0.0002657282,0.003429786,0.0001885519,0.01887348],"genre_scores_gemma":[0.9632847,0.01514223,0.01131493,0.007642518,0.001714996,0.00009585997,0.0004284967,0.00002159069,0.0003546435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06932343,"threshold_uncertainty_score":0.3666217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03428887281203435,"score_gpt":0.3000701639685766,"score_spread":0.2657812911565423,"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."}}