{"id":"W4416019328","doi":"10.1016/j.ijgc.2025.102535","title":"IS A SENTINEL LYMPH NODE BIOPSY OF BENEFIT IN VULVAR TUMORS ≥4CM?","year":2025,"lang":"en","type":"article","venue":"International Journal of Gynecological Cancer","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Sentinel lymph node; Biopsy; Vulvar cancer; Lymph node; Vulvar neoplasm","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001011899,0.0004255725,0.0009284888,0.001115393,0.0004631699,0.000895998,0.0007201991,0.00189343,0.005227143],"category_scores_gemma":[0.006996546,0.0002459961,0.0007956556,0.0007536591,0.0007688708,0.001572567,0.0003677603,0.001118979,0.0007044855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006280384,"about_ca_system_score_gemma":0.0009482941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002550797,"about_ca_topic_score_gemma":0.007291752,"domain_scores_codex":[0.999321,0.0001803926,0.00007833249,0.00007629902,0.0001524106,0.0001915879],"domain_scores_gemma":[0.9980404,0.0008339582,0.0002911402,0.0000965251,0.0003138893,0.0004242178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003209541,0.0001877249,0.8340768,0.0005253329,0.0002007394,0.01743879,0.0002005807,0.0008490932,0.004048808,0.0008377177,0.008655235,0.1297696],"study_design_scores_gemma":[0.0004460263,0.001713646,0.8705885,0.002922777,0.00106934,0.07904705,0.004350672,0.003581233,0.003102376,0.009267586,0.02379524,0.0001155154],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8456312,0.07197693,0.002433746,0.036987,0.003224291,0.0001110326,0.001049214,0.00009929032,0.03848727],"genre_scores_gemma":[0.984805,0.007364584,0.001179134,0.003053613,0.002378597,0.00002421171,0.0005080574,0.00001481486,0.0006719005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005227143,"threshold_uncertainty_score":0.01748657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01996894268327794,"score_gpt":0.3364950875226886,"score_spread":0.3165261448394107,"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."}}