{"id":"W3170274915","doi":"10.1007/s40257-021-00614-7","title":"Vulvar Melanoma: Molecular Characteristics, Diagnosis, Surgical Management, and Medical Treatment","year":2021,"lang":"en","type":"review","venue":"American Journal of Clinical Dermatology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Paracelsus Medizinische Privatuniversität; Austrian Science Fund","keywords":"Medicine; Melanoma; Vulva; Dermatology; Disease; Mortality rate; Oncology; Mucosal melanoma; Internal medicine; Cancer research","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":[0.0004889137,0.0006774182,0.001379521,0.00250999,0.0002296891,0.0006989807,0.0005861368,0.0006057991,0.001829125],"category_scores_gemma":[0.0009224227,0.0002301865,0.0005511474,0.001805228,0.0004193112,0.0008461105,0.0003488484,0.001373352,0.0005842586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006817212,"about_ca_system_score_gemma":0.0009231547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002253907,"about_ca_topic_score_gemma":0.004693592,"domain_scores_codex":[0.9997886,0.00004029645,0.0000407753,0.00003666218,0.00007615476,0.00001759721],"domain_scores_gemma":[0.9996225,0.0001928931,0.00007830427,0.000007871829,0.00007363544,0.00002479133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000678377,0.00005309753,0.0009420608,0.01547301,0.0001290657,0.0002088875,0.00004601409,0.000277729,0.0004393607,0.001028584,0.0213883,0.959946],"study_design_scores_gemma":[0.00005459465,0.0002447383,0.01479208,0.03368835,0.0007559854,0.01251899,0.0002333204,0.0002860225,0.0004216928,0.003258136,0.9336916,0.00005462371],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001118042,0.9992766,0.0000321518,0.0001897229,0.00006197805,0.000002103967,0.000008927516,0.000001910596,0.0003147511],"genre_scores_gemma":[0.001089075,0.9982938,0.00007765885,0.0001547373,0.000157116,0.000003150154,0.00002900317,6.13822e-7,0.0001949142],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00250999,"threshold_uncertainty_score":0.006119013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04183455519324062,"score_gpt":0.4050175331847995,"score_spread":0.3631829779915589,"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."}}