{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002062258,0.00009997447,0.0002459526,0.000159143,0.00001635976,0.00001582496,0.00005477074,0.00002793823,0.00009585293],"category_scores_gemma":[0.0001353204,0.00007510822,0.000134226,0.00006583025,0.00004622649,0.0001068112,0.00002480508,0.0001158461,0.00001124996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004342361,"about_ca_system_score_gemma":0.00014792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005148826,"about_ca_topic_score_gemma":8.164093e-7,"domain_scores_codex":[0.9990501,0.00002488507,0.0003485323,0.00008883622,0.000369527,0.000118148],"domain_scores_gemma":[0.99876,0.00002404257,0.0002057001,0.0001343655,0.0002099249,0.0006659895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08269928,0.02442825,0.3169456,0.003026873,0.003749419,0.2285834,0.006305875,0.0001698278,0.07068294,0.001368587,0.0592001,0.2028398],"study_design_scores_gemma":[0.02307741,0.02183725,0.6968527,0.0009247327,0.005035815,0.03810751,0.004342962,0.0007157474,0.00590178,0.002333518,0.1998299,0.001040669],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944515,0.001376881,0.0001134524,0.0007479655,0.0004783275,0.0001309319,0.000008965842,0.000008964986,0.002682995],"genre_scores_gemma":[0.9980884,0.00006209378,0.0002643074,0.0001705404,0.0001982629,9.059264e-7,0.000001216676,0.00001273868,0.001201526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.379907,"threshold_uncertainty_score":0.3062824,"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."}}