{"id":"W4281555043","doi":"10.1245/s10434-022-11916-3","title":"Incidence of Occult Breast Cancer in Carriers of BRCA1/2 or Other High-Penetrance Pathogenic Variants Undergoing Prophylactic Mastectomy: When is Sentinel Lymph Node Biopsy Indicated?","year":2022,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Jewish General Hospital","funders":"Fonds de Recherche du Québec - Santé","keywords":"Medicine; Prophylactic Mastectomy; Breast cancer; Mastectomy; Occult; Malignancy; Sentinel lymph node; Hazard ratio; Cancer; Radiology; Oncology; Internal medicine; Pathology; Confidence interval","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003482589,0.0001899655,0.0009067625,0.0002301789,0.00004413384,0.000002879076,0.0001733669,0.0001277071,0.003374268],"category_scores_gemma":[0.00001950547,0.0001505395,0.0001686113,0.0007210245,0.0002670651,0.0000622849,0.0001221531,0.0001906513,0.000002673897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002502423,"about_ca_system_score_gemma":0.001362624,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008212501,"about_ca_topic_score_gemma":0.0003085596,"domain_scores_codex":[0.9979208,0.0001928568,0.0007253708,0.0003926891,0.0004248617,0.0003434106],"domain_scores_gemma":[0.9985219,0.0002936051,0.0005850935,0.0002889238,0.0001813088,0.0001291886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01079341,0.004677926,0.9216992,0.001077028,0.001044077,0.002431385,0.002651804,0.0006648215,0.01319553,0.0002850191,0.0006144653,0.04086539],"study_design_scores_gemma":[0.0112097,0.001071807,0.9764583,0.0004825224,0.0002832956,0.0006844993,0.000561577,0.0001327211,0.005816125,0.0002817173,0.002754098,0.0002636687],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836268,0.001225158,0.000003878197,0.01364033,0.0001223131,0.0003705715,0.0005186161,0.00001078507,0.0004815335],"genre_scores_gemma":[0.9967377,0.002008812,0.0001125394,0.0007798627,0.00004150713,0.0001701852,0.000009972755,0.00002500163,0.0001144504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05475913,"threshold_uncertainty_score":0.9983919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04093950354971015,"score_gpt":0.3385567215454706,"score_spread":0.2976172179957604,"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."}}