{"id":"W2038042951","doi":"10.1006/gyno.2001.6466","title":"Vulvar Squamous Cell Carcinoma in Young Women: A Clinicopathologic Study of 21 Cases","year":2002,"lang":"en","type":"article","venue":"Gynecologic Oncology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":159,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Lichen sclerosus; Vulvar intraepithelial neoplasia; Vulva; Vulvar cancer; Vulvar neoplasm; Population; Pathology; Pathological; Immunohistochemistry; Dermatology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009541438,0.0002123273,0.0009971965,0.0003168766,0.00006884179,0.000006733313,0.0002504412,0.0003528654,0.017674],"category_scores_gemma":[0.001480384,0.0001692363,0.00009375345,0.0005730943,0.0002192002,0.00004045115,0.0002150682,0.0006754136,0.0001682801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008746273,"about_ca_system_score_gemma":0.000190323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000438605,"about_ca_topic_score_gemma":0.002818485,"domain_scores_codex":[0.9970928,0.0005488357,0.0007374841,0.000544647,0.0003130925,0.0007631378],"domain_scores_gemma":[0.9973519,0.001611704,0.0001716535,0.0004578265,0.0001756819,0.000231266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008364014,0.0133557,0.9524056,0.0001521321,0.00001141113,0.007300315,0.004528806,0.00002206291,0.0002535599,0.00001456894,0.0009007138,0.02021867],"study_design_scores_gemma":[0.01032213,0.05246748,0.9257094,0.000001811006,0.00004921232,0.0002921266,0.009655018,0.0001912191,0.00008515059,0.00008235175,0.0009814908,0.0001626301],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9182219,0.0006220463,8.076352e-7,0.0002838532,0.0003153446,0.001145491,0.00000660859,0.00004287944,0.07936106],"genre_scores_gemma":[0.9977002,0.00009280331,0.00006730606,0.0005438504,0.0001218401,0.0003734826,0.000004099665,0.0000180825,0.001078369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07947826,"threshold_uncertainty_score":0.983224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07524758547581693,"score_gpt":0.365522267449702,"score_spread":0.2902746819738851,"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."}}