{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000521639,0.0001945772,0.0003978731,0.0008077853,0.0002838541,0.0007299366,0.0006247959,0.001285431,0.002573266],"category_scores_gemma":[0.003756754,0.0002967901,0.0004769682,0.0009971268,0.0003280891,0.0006352929,0.0002532805,0.0008909434,0.0003739892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002521721,"about_ca_system_score_gemma":0.0003615175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003412636,"about_ca_topic_score_gemma":0.004559822,"domain_scores_codex":[0.9996629,0.00007140174,0.00003686191,0.00007241763,0.00007965462,0.00007684404],"domain_scores_gemma":[0.99818,0.0005130314,0.0007464413,0.00009860371,0.0001546914,0.0003071665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001635003,0.00001613503,0.9970937,0.000009864129,0.0000217835,0.0002308309,0.00002309524,0.00003806733,0.0001544134,0.00002946545,0.0002466623,0.001972551],"study_design_scores_gemma":[0.00000658707,0.00007249182,0.9971725,0.00001812128,0.00005461944,0.001789761,0.0001968062,0.000314991,0.0000612586,0.00008969815,0.0002163273,0.000006834266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952033,0.001866818,0.0001421795,0.0006695811,0.00005424175,0.000004335921,0.0004304227,0.00001279619,0.001616403],"genre_scores_gemma":[0.9987895,0.0005557692,0.0001154341,0.00009257539,0.0000803042,0.00000217039,0.0002511588,0.00000378199,0.0001094324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003412636,"threshold_uncertainty_score":0.008608401,"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."}}