{"id":"W4233966416","doi":"10.1186/bcr2423","title":"Mammographic density","year":2009,"lang":"en","type":"review","venue":"Breast Cancer Research","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Ontario Institute for Cancer Research","funders":"","keywords":"Surgical oncology; Medicine; MAMMOGRAPHIC DENSITY; Breast cancer; Gynecology; Oncology; Mammography; Internal medicine; Cancer","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"],"consensus_categories":[],"category_scores_codex":[0.0009636348,0.0004739541,0.001810849,0.001923794,0.0002042813,0.0001826148,0.0004449789,0.0003288062,0.0003020109],"category_scores_gemma":[0.00003867901,0.0003584581,0.001196774,0.003706972,0.0004279791,0.0001597839,0.0001537266,0.001893371,0.0002505966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003342736,"about_ca_system_score_gemma":0.001476645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003628931,"about_ca_topic_score_gemma":0.00002300102,"domain_scores_codex":[0.9959371,0.0002639242,0.0004916076,0.0008160254,0.001381246,0.001110064],"domain_scores_gemma":[0.9977821,0.0001468762,0.0001133896,0.000853128,0.000517997,0.0005865694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006954199,0.0001852711,0.0002209336,0.01066185,0.0002896857,0.0003776371,0.000006916899,1.434482e-8,3.952921e-7,0.0001784922,0.005466049,0.9825432],"study_design_scores_gemma":[0.0003063706,0.00009220378,0.002256665,0.03331508,0.000552,0.006185701,0.000008118564,5.853024e-7,6.04218e-7,0.0001653083,0.9567974,0.0003200226],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002783493,0.9846693,0.00000273729,0.0006554042,0.0001317342,0.001149532,0.0002089433,0.000130802,0.0130237],"genre_scores_gemma":[0.0003240556,0.9964627,0.0000405779,0.0001014013,0.0009452918,0.0002179235,0.0001066155,0.00008834979,0.001713086],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9822232,"threshold_uncertainty_score":0.9998868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1292202559134168,"score_gpt":0.4676340614401787,"score_spread":0.3384138055267619,"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."}}