{"id":"W2010663973","doi":"10.1148/radiol.2283020961","title":"Contrast-enhanced Digital Mammography: Initial Clinical Experience","year":2003,"lang":"en","type":"article","venue":"Radiology","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":277,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Mammography; Digital mammography; Radiology; Biopsy; Ductal carcinoma; Breast cancer; Magnetic resonance imaging; Breast MRI; Lesion; Contrast (vision); Nuclear medicine; Cancer; Pathology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001689611,0.0001711446,0.0004511075,0.0001478353,0.0000535678,0.0000389156,0.0001000235,0.0001329767,0.0001363167],"category_scores_gemma":[0.0003926851,0.0001458315,0.0003192782,0.000296218,0.0006445773,0.0002430189,0.00001514761,0.0002510986,0.00006031091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001311284,"about_ca_system_score_gemma":0.00007373432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001814711,"about_ca_topic_score_gemma":4.690013e-7,"domain_scores_codex":[0.9985808,0.00007484885,0.0004160899,0.000377247,0.000123699,0.000427366],"domain_scores_gemma":[0.9991304,0.0002026161,0.00007392214,0.0002696874,0.00006095953,0.0002624014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001064524,0.001071251,0.720688,0.0000394476,0.000490703,0.0008104185,0.0005808463,0.000002580139,0.003260881,0.01801991,0.00271241,0.251259],"study_design_scores_gemma":[0.02360729,0.007176313,0.684012,0.0002817323,0.0004100918,0.02834495,0.002906248,0.0001203072,0.01490883,0.01220882,0.2239144,0.002108983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8956611,0.0002836483,0.003009389,0.0001555741,0.0006277898,0.0001933628,0.00001239694,0.0001148634,0.09994192],"genre_scores_gemma":[0.9981525,0.00003707183,0.0004314322,0.0008956022,0.0002435302,0.00002187872,0.00002294519,0.0000172314,0.0001778159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.24915,"threshold_uncertainty_score":0.5946836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02661048930699573,"score_gpt":0.3436770602444811,"score_spread":0.3170665709374854,"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."}}