{"id":"W2172294021","doi":"10.1016/j.ygyno.2015.02.014","title":"Sentinel lymph node biopsy in vulvar cancer: Systematic review, meta-analysis and guideline recommendations","year":2015,"lang":"en","type":"review","venue":"Gynecologic Oncology","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":145,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Regional Cancer Foundation; University of Ottawa; Juravinski Cancer Centre; McMaster University; Cancer Care Ontario; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Sentinel lymph node; Systematic review; Vulvar cancer; Guideline; Context (archaeology); MEDLINE; Surgery; General surgery; Breast cancer; Cancer; Internal medicine; Vulva; Pathology","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":["metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00286214,0.0007070908,0.01735871,0.001059439,0.00006780166,0.00001758927,0.0002983806,0.0007116088,0.00381118],"category_scores_gemma":[0.002396045,0.0004119637,0.00222456,0.003413689,0.0001000293,0.00004967919,0.0002258061,0.0004646823,0.0001446641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001972095,"about_ca_system_score_gemma":0.001189524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004744209,"about_ca_topic_score_gemma":0.0001914525,"domain_scores_codex":[0.9934726,0.001684183,0.003051068,0.0009218945,0.0003483273,0.00052196],"domain_scores_gemma":[0.9950945,0.00180819,0.001599385,0.000780922,0.0003695184,0.0003474858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00002694071,0.0008938655,0.0003599488,0.694255,0.1851244,0.000429549,0.00001881749,0.000001473749,8.804026e-8,0.00003325394,0.004277179,0.1145795],"study_design_scores_gemma":[0.00113439,0.0001111603,0.00004134343,0.01268505,0.6633296,0.0001736625,0.00001530125,0.000006319147,2.421047e-8,0.00003327791,0.3221952,0.0002746772],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002164022,0.9897979,0.00001761856,0.004195847,0.000291016,0.003444971,0.0002765465,0.00006013483,0.001913788],"genre_scores_gemma":[0.000004717397,0.9865016,0.001547216,0.004095093,0.0001113348,0.004909664,0.001210119,0.00003944807,0.001580816],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6815699,"threshold_uncertainty_score":0.9998332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1911833552134777,"score_gpt":0.4629336119913817,"score_spread":0.271750256777904,"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."}}