{"id":"W4386404331","doi":"10.1097/01.cot.0000512992.27776.5f","title":"Use of Radioactive Seed Localization for Nonpalpable Breast Cancer","year":2017,"lang":"en","type":"article","venue":"Oncology Times","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Breast cancer; Medicine; Asymptomatic; Ductal carcinoma; Radiology; Mammography; Breast surgery; Lesion; Breast-conserving surgery; Cancer; Surgery; Mastectomy; 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":[0.00008952115,0.00005264284,0.0001969793,0.00002606983,0.0001218286,0.000008591327,0.00007741027,0.000084955,0.000198188],"category_scores_gemma":[0.0001149128,0.00004265418,0.00004138102,0.00002491665,0.0002104046,0.00007112902,0.00002622769,0.00005842284,0.000003751891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005994415,"about_ca_system_score_gemma":0.0001511775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003349467,"about_ca_topic_score_gemma":0.00001222499,"domain_scores_codex":[0.999597,0.000009570904,0.0001188666,0.0001169497,0.0000571519,0.0001004282],"domain_scores_gemma":[0.9992849,0.00007820512,0.0001492916,0.0002700306,0.000155763,0.00006177937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007568975,0.001029453,0.1071446,0.0002457148,0.0003145018,0.0000108112,0.0002815715,0.0000369809,0.054936,0.01002932,0.7358886,0.08932558],"study_design_scores_gemma":[0.002464867,0.0004797008,0.08195445,0.0002497739,0.0004750656,0.00008635007,0.00004447323,0.05450874,0.03891283,0.001572353,0.8190686,0.0001828632],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09523229,0.0003095405,0.5632406,0.2763,0.0007309527,0.006008961,0.0007921648,0.000534139,0.0568513],"genre_scores_gemma":[0.8828784,0.0002797674,0.09316666,0.001875428,0.0003222428,0.0005630064,0.00007524613,0.00003002762,0.02080926],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7876461,"threshold_uncertainty_score":0.2170019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04697769577741857,"score_gpt":0.3883926119412843,"score_spread":0.3414149161638657,"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."}}