{"id":"W2048014103","doi":"10.1118/1.2868756","title":"Quantification of breast arterial calcification using full field digital mammography","year":2008,"lang":"en","type":"article","venue":"Medical Physics","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"National Heart, Lung, and Blood Institute","keywords":"Mammography; Imaging phantom; Digital mammography; Medicine; Coronary artery calcium; Densitometry; Breast cancer; Radiology; Calcification; Nuclear medicine; Cancer; Internal medicine; Computed tomography","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":[0.001037522,0.0003869293,0.0002777472,0.001701502,0.0001260276,0.0006082893,0.0003754214,0.0004338405,0.00135695],"category_scores_gemma":[0.002311431,0.0004076982,0.0002581078,0.001023799,0.0002758847,0.0004011413,0.0005209014,0.0001787143,0.000303011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000276537,"about_ca_system_score_gemma":0.0001692985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007059147,"about_ca_topic_score_gemma":0.0009851429,"domain_scores_codex":[0.9990746,0.0001759246,0.00005594559,0.000158247,0.0005054824,0.0000298401],"domain_scores_gemma":[0.9989057,0.0004369248,0.0002209437,0.0001169627,0.0002874636,0.00003210396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004693274,0.00009667697,0.02921452,0.0006469983,0.0001396165,0.0002020447,0.0001543876,0.003735068,0.863272,0.0004907522,0.0002955843,0.1012829],"study_design_scores_gemma":[0.00008896303,0.00117608,0.3978604,0.0001369306,0.0003459983,0.005396758,0.0001892522,0.05171259,0.5353804,0.001256205,0.006303507,0.000152973],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8612482,0.004136164,0.1297422,0.00007356739,0.00002533497,0.0001828427,0.0006303441,0.0006101287,0.003351229],"genre_scores_gemma":[0.8507161,0.002285073,0.1445588,0.00007535804,0.00001935115,0.0001075494,0.0004756876,0.00004992904,0.001712045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001701502,"threshold_uncertainty_score":0.005487025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02640193001291398,"score_gpt":0.2713632761598916,"score_spread":0.2449613461469776,"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."}}