{"id":"W2989913215","doi":"10.1007/s40257-019-00487-x","title":"Malignant Melanoma of the Vulva and Vagina: A US Population-Based Study of 1863 Patients","year":2019,"lang":"en","type":"article","venue":"American Journal of Clinical Dermatology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; University of Toronto; Health Sciences Centre; University Health Network","funders":"Paracelsus Medizinische Privatuniversität","keywords":"Medicine; Epidemiology; Lymphadenectomy; Population; Confidence interval; Lymph node; Oncology; Internal medicine; Proportional hazards model; Univariate analysis; Surgery; Multivariate analysis","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":[0.0002605726,0.00008753844,0.0008512636,0.0001131876,0.00001888348,0.000002564404,0.0001132603,0.00003999675,0.00003908852],"category_scores_gemma":[0.0003456158,0.00005408839,0.0001415926,0.0001622166,0.000145051,0.0000208384,0.00004692322,0.0002013151,0.000002636957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000012489,"about_ca_system_score_gemma":0.00007478944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001668075,"about_ca_topic_score_gemma":0.00003138962,"domain_scores_codex":[0.9979397,0.0003391888,0.001223914,0.0001200008,0.0002707701,0.0001064147],"domain_scores_gemma":[0.9975935,0.0004205721,0.0013996,0.0002430966,0.0002530926,0.00009020194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006619318,0.0008561534,0.9882384,0.00003540124,0.0001679014,0.00004198241,0.00009958272,0.00001523804,0.00002695479,0.00002086381,0.00006050221,0.009775106],"study_design_scores_gemma":[0.003634524,0.005447417,0.9887669,0.00006055862,0.00020968,0.0003205923,0.0004628426,0.0001372512,0.00006668228,0.00001566154,0.0008295162,0.00004836946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981539,0.00002128948,0.00002321883,0.0008420523,0.000474288,0.0003222457,0.000001593864,0.000003476408,0.0001578811],"genre_scores_gemma":[0.9991662,0.00001031737,0.0001516408,0.0006026207,0.00002411739,0.000001130749,6.933216e-7,0.000008603544,0.0000346945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009726737,"threshold_uncertainty_score":0.220566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01405397291483063,"score_gpt":0.315015550238317,"score_spread":0.3009615773234863,"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."}}