{"id":"W4416534079","doi":"10.1002/wjs.70176","title":"Commentary—Surgeon Performed Vacuum Assisted Breast Biopsy/Excision Is a Viable Paradigm for the Management of Benign and B3 Lesions—An Australian Multicenter Experience","year":2025,"lang":"en","type":"article","venue":"World Journal of Surgery","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Vascular surgery; Cardiothoracic surgery; Clinical trial; Mammography; Abdominal surgery; Breast cancer; Lesion; Surgical oncology; Biopsy; Cohort","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":[0.0007904557,0.000163997,0.0004621785,0.0003804722,0.0002076468,0.00003418904,0.0001358242,0.00004536379,0.0001861417],"category_scores_gemma":[0.000009063342,0.0001046069,0.0002622653,0.0003795817,0.0001110398,0.0001760593,0.00005776739,0.0001800929,7.029969e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006719022,"about_ca_system_score_gemma":0.00006378741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008339612,"about_ca_topic_score_gemma":0.000008781628,"domain_scores_codex":[0.9985126,0.00005599996,0.0007033605,0.0001775306,0.0002883651,0.000262178],"domain_scores_gemma":[0.9987241,0.0003279655,0.0003162097,0.0003127515,0.0001466234,0.0001723622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00568465,0.001715764,0.6076289,0.0009982829,0.001320489,0.0002637877,0.001083067,0.000008077663,0.00523233,0.0003580767,0.07219366,0.3035129],"study_design_scores_gemma":[0.001600136,0.00007057196,0.9728644,0.001706035,0.000442123,0.0003218036,0.002289835,0.0003042899,0.001039905,0.00004897057,0.0192021,0.0001097853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758953,0.0007096388,0.0002719169,0.02223868,0.0004441738,0.0003353934,0.00002149737,0.000007009325,0.0000763846],"genre_scores_gemma":[0.996317,0.0003355285,0.0009472098,0.001280463,0.00007571411,0.00001757273,0.000007517933,0.00001304212,0.001005922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3652355,"threshold_uncertainty_score":0.4265744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04609139131315856,"score_gpt":0.3112859415965106,"score_spread":0.2651945502833521,"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."}}