{"id":"W2395988574","doi":"10.1097/lgt.0000000000000142","title":"Malignant Melanoma of Vulva and Vagina","year":2015,"lang":"en","type":"article","venue":"Journal of Lower Genital Tract Disease","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Neuroblastoma RAS viral oncogene homolog; Vulva; Vagina; Melanoma; Mutation; Mucosal melanoma; Sex organ; Dermatology; Vaginal disease; Vulvar cancer; Oncology; Pathology; Internal medicine; Cancer; Cancer research; Surgery; Gene; KRAS; Biology; Genetics","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":[0.0001978981,0.0002221374,0.0002169367,0.0008598677,0.0002981648,0.0004306299,0.0002648891,0.0002147851,0.002025966],"category_scores_gemma":[0.0009911342,0.00009533134,0.0001413732,0.0006668183,0.0002161598,0.0002055181,0.0002578876,0.0001723777,0.0004497836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001561824,"about_ca_system_score_gemma":0.0002626402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007682421,"about_ca_topic_score_gemma":0.001164091,"domain_scores_codex":[0.9997966,0.00003010195,0.00002642979,0.00004466132,0.0000534153,0.00004885461],"domain_scores_gemma":[0.9996129,0.00006244621,0.0002042709,0.00002633921,0.00004250003,0.00005154538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001275266,0.00003249236,0.9059686,0.0003452165,0.00005775879,0.01834402,0.0001819571,0.0001273747,0.00927705,0.0001779506,0.000732601,0.06462746],"study_design_scores_gemma":[0.000008431988,0.0001726506,0.7468908,0.0003164555,0.0000585731,0.2362591,0.0004497536,0.0001838172,0.003810212,0.0001876165,0.01165569,0.000007029057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751365,0.01792977,0.0005603922,0.0001039711,0.00003542403,0.00002520502,0.0004384959,0.00002656365,0.005743568],"genre_scores_gemma":[0.9960768,0.002526499,0.0003743362,0.00004288879,0.00002131853,0.000006364402,0.0002078137,0.000003916569,0.0007400282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002025966,"threshold_uncertainty_score":0.006777525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02311426531851783,"score_gpt":0.2660960078420838,"score_spread":0.242981742523566,"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."}}