{"id":"W2078629489","doi":"10.1109/ultsym.2012.0008","title":"Photoacoustic imaging of breast microcalcifications: A validation study with 3-dimensional ex vivo data","year":2012,"lang":"en","type":"article","venue":"","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mammography; Microcalcification; Breast cancer; Photoacoustic imaging in biomedicine; Medicine; Biopsy; Ex vivo; Breast imaging; Breast biopsy; Radiology; Nuclear medicine; Cancer; In vivo; Optics; Internal medicine; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00129719,0.0004348686,0.0003192523,0.0007497221,0.0001895496,0.0003720178,0.0004290641,0.0007616106,0.0009441336],"category_scores_gemma":[0.00152061,0.0002565924,0.0004144741,0.0004626362,0.0005818373,0.0004006533,0.0004224064,0.0003379704,0.0002666644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001685982,"about_ca_system_score_gemma":0.0001962208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009220844,"about_ca_topic_score_gemma":0.0009618454,"domain_scores_codex":[0.9995597,0.00009932765,0.00003945355,0.00009379512,0.0001625394,0.00004516811],"domain_scores_gemma":[0.998484,0.0004370181,0.0001964014,0.000367504,0.0004389652,0.00007619484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003242113,0.0006423758,0.008369578,0.0002081719,0.00004635416,0.0003007463,0.0003423211,0.008691198,0.964148,0.0001095942,0.0001533813,0.01666407],"study_design_scores_gemma":[0.0000621842,0.003664113,0.1203041,0.00004537343,0.0001638598,0.00340318,0.0005867938,0.0927984,0.7757822,0.0002072144,0.002881808,0.0001007914],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734495,0.0004154994,0.02498865,0.00003051676,0.00002208912,0.00008329959,0.0004249282,0.0001696407,0.0004158736],"genre_scores_gemma":[0.9687321,0.0005920379,0.02894743,0.00004436583,0.00001696578,0.0001134571,0.0008042574,0.0000452161,0.0007041494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00129719,"threshold_uncertainty_score":0.006860256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01708700572940938,"score_gpt":0.242098600085756,"score_spread":0.2250115943563466,"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."}}