{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004845158,0.0006361194,0.000545633,0.002502356,0.002360414,0.0008744947,0.0006399887,0.0008172153,0.002329506],"category_scores_gemma":[0.001984065,0.0006754762,0.0005277155,0.001381629,0.0009747289,0.0006751148,0.0009316328,0.0002574349,0.0006604122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004516943,"about_ca_system_score_gemma":0.0006206399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001860254,"about_ca_topic_score_gemma":0.003017341,"domain_scores_codex":[0.9995332,0.0000587035,0.00007250906,0.00009761833,0.00009453412,0.0001434526],"domain_scores_gemma":[0.9990878,0.000314743,0.0001742235,0.00008675887,0.0000971303,0.0002393005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002697305,0.0001358775,0.8645123,0.00006160056,0.00003276946,0.1251148,0.001352251,0.00007789307,0.003554294,0.00008496622,0.0002167005,0.004586906],"study_design_scores_gemma":[0.00003199482,0.0004932703,0.7198974,0.00004420152,0.00009929932,0.2717401,0.00338648,0.0002265827,0.00165649,0.0001058006,0.002290145,0.00002816681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978873,0.0005862117,0.0001366806,0.00002225797,0.000008441135,0.00003084386,0.00009713848,0.000007705387,0.001223347],"genre_scores_gemma":[0.9987727,0.0005069201,0.0001683232,0.00002492349,0.00002532378,0.00002325397,0.0001594357,0.000005056464,0.0003139208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002502356,"threshold_uncertainty_score":0.00779295,"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."}}