{"id":"W3108568205","doi":"10.1097/lgt.0000000000000583","title":"Clinical Characteristics and Treatment Response With Checkpoint Inhibitors in Malignant Melanoma of the Vulva and Vagina","year":2020,"lang":"en","type":"article","venue":"Journal of Lower Genital Tract Disease","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Vulva; Vagina; Melanoma; Dermatology; Oncology; Internal medicine; Cancer research; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005740022,0.0001494048,0.0002780652,0.0005744951,0.0002893876,0.0003540591,0.000230138,0.0003084583,0.0007862681],"category_scores_gemma":[0.002459613,0.0001364492,0.0002267297,0.0005882998,0.0002083586,0.0002588817,0.000207584,0.0002062279,0.0001535589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003148684,"about_ca_system_score_gemma":0.0002458472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001587282,"about_ca_topic_score_gemma":0.0019996,"domain_scores_codex":[0.9995955,0.0001100926,0.00004606756,0.00008811064,0.0000920563,0.00006807961],"domain_scores_gemma":[0.9986652,0.000316857,0.0006875074,0.00005623215,0.0001191733,0.0001549624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001184092,0.00001643849,0.997915,0.000006214216,0.00002001569,0.00009328185,0.00002337071,0.00003990728,0.0002451806,0.000003163334,0.00004138678,0.001477708],"study_design_scores_gemma":[0.00000847648,0.0001611553,0.9982133,0.000004959971,0.00001681355,0.001035155,0.00008287971,0.0001185856,0.0001169851,0.000005889421,0.000233774,0.000001995262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992614,0.0003671182,0.00003481472,0.00001938021,0.000002307548,0.00000555203,0.0001455715,0.000001582774,0.0001623843],"genre_scores_gemma":[0.9995614,0.00008254299,0.00003192328,0.00001264576,0.000007321022,0.000005919874,0.0002247522,9.02552e-7,0.00007271428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001587282,"threshold_uncertainty_score":0.003156066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02149923599475309,"score_gpt":0.2704624977122208,"score_spread":0.2489632617174677,"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."}}