{"id":"W4409250193","doi":"10.3390/curroncol32040215","title":"Current Limitations of Sentinel Node Biopsy in Vulvar Cancer","year":2025,"lang":"en","type":"review","venue":"Current Oncology","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Vulvar cancer; Sentinel lymph node; Malignancy; Sentinel node; Lymphadenectomy; Biopsy; Vulvar neoplasm; Stage (stratigraphy); Lymph node; Cancer; Surgery; Radiology; Breast cancer; Vulva; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05438362,0.001052114,0.003103839,0.004955488,0.0005652118,0.004442319,0.00299616,0.002223587,0.00400226],"category_scores_gemma":[0.1377485,0.0005748593,0.002744016,0.004021985,0.003092662,0.005835749,0.001903729,0.00219766,0.0007890806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002528914,"about_ca_system_score_gemma":0.007525093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003966518,"about_ca_topic_score_gemma":0.006706837,"domain_scores_codex":[0.96392,0.01529508,0.008998192,0.002767353,0.008622997,0.0003964441],"domain_scores_gemma":[0.7889059,0.1729523,0.01370817,0.003084273,0.0204511,0.000898224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005053062,0.0000330013,0.008985205,0.1823104,0.002509254,0.0004413213,0.0006936977,0.0006912324,0.0006220626,0.006466401,0.01832041,0.7784216],"study_design_scores_gemma":[0.0002245321,0.0006684931,0.02129948,0.4418845,0.01347624,0.005989348,0.004043244,0.0016734,0.001500679,0.04367019,0.4653699,0.0001998659],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006849947,0.9891036,0.0009050855,0.006965071,0.0008633257,0.00002810939,0.0001763953,0.00001041762,0.001263115],"genre_scores_gemma":[0.03883222,0.9463604,0.003566843,0.007410074,0.003198588,0.0001192134,0.0003007888,0.00002297338,0.0001887881],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05438362,"threshold_uncertainty_score":0.2876115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3613098738513414,"score_gpt":0.5155075139718751,"score_spread":0.1541976401205337,"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."}}