{"id":"W4313893282","doi":"10.1016/j.modpat.2022.100010","title":"p53-Abnormal “Fields of Dysplasia” in Human Papillomavirus–Independent Vulvar Squamous Cell Carcinoma Impacts Margins and Recurrence Risk","year":2023,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Association of Nurses in Oncology; University of British Columbia; Vancouver General Hospital","funders":"","keywords":"Carcinoma in situ; Pathology; Immunohistochemistry; Vulvar intraepithelial neoplasia; Dysplasia; Vulvar Carcinoma; Intraepithelial neoplasia; Lichen sclerosus; Staining; Biology; Carcinoma; Medicine; Vulva; Cancer; Internal medicine","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":[0.00040001,0.0002145821,0.0002211815,0.0006717911,0.000363919,0.001002467,0.0002760658,0.0004434893,0.002732841],"category_scores_gemma":[0.002382413,0.000207745,0.0003353551,0.0003986757,0.0003950278,0.0005450093,0.0004945539,0.0004594158,0.0002891063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002809241,"about_ca_system_score_gemma":0.0002439931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001596782,"about_ca_topic_score_gemma":0.00160706,"domain_scores_codex":[0.9997184,0.0000593425,0.00001804884,0.00005839006,0.00007073679,0.00007504028],"domain_scores_gemma":[0.9991506,0.0001987184,0.0003373096,0.00007067215,0.0001192978,0.0001233543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001176217,0.0001289837,0.9580969,0.00004723216,0.00009942839,0.0005426885,0.0001874244,0.0003096434,0.01861241,0.0002476636,0.000304421,0.02024701],"study_design_scores_gemma":[0.000005504423,0.0001865997,0.9945648,0.00001487028,0.00007916575,0.0007936528,0.0002919004,0.0005945619,0.002481113,0.0003868237,0.0005941227,0.000006870092],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979476,0.0006164339,0.0002355601,0.00006412417,0.00001760333,0.000004364441,0.00005497425,0.00001403,0.001045365],"genre_scores_gemma":[0.9996183,0.00008760682,0.00004576589,0.00001126742,0.000007785534,0.000001249837,0.00003231295,0.000003513649,0.0001921808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002732841,"threshold_uncertainty_score":0.00914228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02827787007818603,"score_gpt":0.3152931613478636,"score_spread":0.2870152912696775,"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."}}