{"id":"W3093934681","doi":"10.1245/s10434-020-09211-0","title":"Oncologic Safety of Sentinel Lymph Node Biopsy Alone After Neoadjuvant Chemotherapy for Breast Cancer","year":2020,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":80,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Medicine; Sentinel lymph node; Interquartile range; Breast cancer; Biopsy; Surgical oncology; Axilla; Surgery; Neoadjuvant therapy; Sentinel node; Cancer; Radiology; 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":[0.0001400629,0.000216659,0.0006562365,0.00002760023,0.00003681885,0.00000264037,0.0001692893,0.0002472096,0.0001973295],"category_scores_gemma":[0.000014835,0.0001752341,0.0003001048,0.0001230786,0.000286643,0.000004257116,0.0001217951,0.00005621631,0.000003550817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002452872,"about_ca_system_score_gemma":0.0001774256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007184633,"about_ca_topic_score_gemma":0.000005355081,"domain_scores_codex":[0.998629,0.00006893501,0.0004505303,0.000402409,0.0001176204,0.0003314562],"domain_scores_gemma":[0.9990393,0.0000833665,0.0002638036,0.0001861652,0.0003005841,0.000126794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1021647,0.004441274,0.3838013,0.0007549212,0.004704546,0.0002815177,0.0008658675,0.0003947303,0.1821977,0.0004296995,0.02146296,0.2985007],"study_design_scores_gemma":[0.01331179,0.0008519254,0.5126463,0.00007029527,0.0001786058,0.0001640378,0.0001329082,0.00007352001,0.07328916,0.0001065413,0.3986538,0.0005211087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8614287,0.004338024,0.0002132189,0.1302863,0.0001826339,0.0003863469,0.001416511,0.00002120242,0.001727017],"genre_scores_gemma":[0.9846812,0.009849655,0.0004922466,0.004231991,0.0004396025,0.0001412754,0.00007067605,0.00002551522,0.0000677963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3771909,"threshold_uncertainty_score":0.7145841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03414050210745037,"score_gpt":0.3352932464763757,"score_spread":0.3011527443689253,"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."}}