{"id":"W2316437530","doi":"10.1056/jw200701170000001","title":"Mammographic Density and Breast Cancer","year":2007,"lang":"en","type":"article","venue":"Journal watch","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Breast cancer; Medicine; MAMMOGRAPHIC DENSITY; Mammography; Breast density; Breast tissue; Cancer; Oncology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003501365,0.00008801165,0.0001496475,0.0001388754,0.0001124297,0.00006236347,0.00003665006,0.00003795847,0.00005080155],"category_scores_gemma":[0.000007924191,0.00006410839,0.0001070319,0.0002744153,0.00007195444,0.0001790508,0.00001585225,0.0002845716,0.000003323243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003190671,"about_ca_system_score_gemma":0.00002823954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003322555,"about_ca_topic_score_gemma":0.00001577491,"domain_scores_codex":[0.9992732,0.000007156422,0.0001625627,0.0001015058,0.0002050343,0.0002505155],"domain_scores_gemma":[0.9994352,0.00002059546,0.0000541579,0.00007400833,0.0001077299,0.0003082482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001864639,0.00006429211,0.8207423,0.0000203121,0.00007690231,0.0004634044,0.00008107138,1.413508e-7,0.00139894,0.00004107954,0.002393508,0.1745316],"study_design_scores_gemma":[0.0006346153,0.00004157965,0.9614086,0.0001211252,0.00007432412,0.03303139,0.00009595499,0.000005394865,0.0005072439,0.0005750823,0.003423542,0.00008113376],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819917,0.0005158513,0.0002548338,0.01495477,0.0001834267,0.00004824282,0.000003308495,0.0000226881,0.00202517],"genre_scores_gemma":[0.9974541,0.000677685,0.0003001577,0.0007126007,0.0004326629,4.017275e-7,7.130542e-7,0.000009983409,0.0004116922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1744504,"threshold_uncertainty_score":0.2614264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007042648745208563,"score_gpt":0.2655091595585151,"score_spread":0.2584665108133066,"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."}}