{"id":"W2113598237","doi":"10.1016/s1701-2163(16)32197-1","title":"Management of Squamous Cell Cancer of the Vulva","year":2006,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Medicine; Radical Vulvectomy; Groin; Vulvar cancer; Vulvectomy; Surgery; Vulva; Dissection (medical); Wide local excision; Lymph node; Radiation therapy; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00007607249,0.00006237398,0.0002481924,0.00007752614,0.00002828572,0.00000172826,0.00008203955,0.00003938289,0.0001091762],"category_scores_gemma":[0.00007777794,0.00003877223,0.00006937353,0.0002604041,0.00005288474,0.00001303751,0.00003784303,0.0001309672,3.855866e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000243382,"about_ca_system_score_gemma":0.0005047555,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02974893,"about_ca_topic_score_gemma":0.02520059,"domain_scores_codex":[0.9992408,0.00001684484,0.0003385818,0.0000550883,0.0002409719,0.0001076754],"domain_scores_gemma":[0.9990674,0.0002635548,0.0003477955,0.00007363963,0.0001943248,0.00005329185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003555336,0.000324511,0.9368283,0.000731104,0.0001545125,0.002404554,0.00006882155,0.0002368947,0.0008601807,0.0005886002,0.006886335,0.05088068],"study_design_scores_gemma":[0.001339223,0.0002869425,0.9900216,0.00001123348,0.0001970512,0.00002153457,0.0001480264,0.00002507352,0.001962586,0.0000905424,0.005855144,0.00004100202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828439,0.008595005,0.000001887488,0.0003791565,0.002225158,0.00007151916,0.000009243593,5.425431e-7,0.005873602],"genre_scores_gemma":[0.9987223,0.0000992139,0.00005254794,0.00009522039,0.00002084515,6.795629e-7,3.543269e-7,0.000004197012,0.001004652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05319339,"threshold_uncertainty_score":0.992587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007034447874813416,"score_gpt":0.2072760110425616,"score_spread":0.2002415631677482,"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."}}