{"id":"W4308196586","doi":"10.1136/ijgc-2022-003836","title":"Inguinofemoral sentinel lymph node biopsy by scar injection in vulvar cancer: an assessment of feasibility and long-term outcomes","year":2022,"lang":"en","type":"article","venue":"International Journal of Gynecological Cancer","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Juravinski Cancer Centre; McMaster University","funders":"","keywords":"Medicine; Vulvar cancer; Sentinel lymph node; Groin; Biopsy; Sentinel node; Surgery; Lymph node; Proportional hazards model; Retrospective cohort study; Lymphadenectomy; Radiology; Cancer; Vulva; Breast cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001840294,0.0002184559,0.0003053562,0.0005767714,0.0001900023,0.0004992442,0.0002586229,0.000360255,0.0006811763],"category_scores_gemma":[0.003535031,0.0001390835,0.0004915756,0.0003587907,0.0004025687,0.0004936852,0.000400546,0.0002400507,0.000106023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003579567,"about_ca_system_score_gemma":0.0004134075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001058993,"about_ca_topic_score_gemma":0.002056169,"domain_scores_codex":[0.999451,0.0002269034,0.00003711248,0.00004571344,0.0001584304,0.00008091854],"domain_scores_gemma":[0.9982541,0.0007266924,0.0005755324,0.0001023251,0.0001670678,0.000174328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003239795,0.0007389857,0.95065,0.0001253743,0.0001751602,0.0003545349,0.0002598656,0.0003156409,0.001617595,0.00005521008,0.00009706744,0.0423707],"study_design_scores_gemma":[0.0001474432,0.009341345,0.9851657,0.00008053272,0.0002941408,0.001237293,0.0006784113,0.001492846,0.000988672,0.00009490739,0.0004570285,0.00002154965],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980782,0.001222874,0.0001373063,0.00002640324,0.00001078601,0.00001802572,0.00003532659,0.000002844922,0.0004681526],"genre_scores_gemma":[0.9991003,0.0005006331,0.0001486371,0.00002081868,0.00002160596,0.00001086827,0.00007801314,9.51162e-7,0.000118215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001840294,"threshold_uncertainty_score":0.009732544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05881593667747437,"score_gpt":0.4198830549051452,"score_spread":0.3610671182276708,"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."}}