{"id":"W4405531340","doi":"10.3390/cancers16244216","title":"Molecular Subtypes of Vulvar Squamous Cell Carcinoma: The Significance of HPV-Independent/p53 Wild Type","year":2024,"lang":"en","type":"review","venue":"Cancers","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Subtyping; Vulvar Carcinoma; Carcinogenesis; Vulvar cancer; Vulvar intraepithelial neoplasia; Human papillomavirus; Pathology; Oncology; Cancer; Medicine; Carcinoma; Cancer research; Biology; 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":[0.0003436216,0.0003153656,0.0006191833,0.001123524,0.0001397212,0.0008177718,0.0004673888,0.0003558556,0.0009722359],"category_scores_gemma":[0.0005549872,0.0001208301,0.0003901551,0.001018541,0.0002577124,0.0007623902,0.0002999685,0.0004745296,0.0003426955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004036474,"about_ca_system_score_gemma":0.0004411377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001332998,"about_ca_topic_score_gemma":0.001164331,"domain_scores_codex":[0.9997841,0.00002696721,0.00003415369,0.00004433384,0.00007714083,0.00003339996],"domain_scores_gemma":[0.9998442,0.00004211875,0.00004555818,0.000006585974,0.00004757888,0.00001401631],"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":[0.0004175231,0.00004506906,0.02457547,0.01203879,0.0003679421,0.002411069,0.0005003173,0.0005929377,0.0176451,0.003982177,0.0138754,0.9235481],"study_design_scores_gemma":[0.00005394644,0.0004968441,0.1103214,0.00697823,0.001054762,0.03741747,0.001259744,0.0006224907,0.00882709,0.005487656,0.8273987,0.00008173286],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01021711,0.9867029,0.0004490407,0.0004718732,0.000230572,0.00001178109,0.0001155819,0.00001073627,0.001790329],"genre_scores_gemma":[0.05163983,0.9452921,0.0005561021,0.0003079616,0.0004602249,0.00001761369,0.0003998263,0.000007642759,0.001318664],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001332998,"threshold_uncertainty_score":0.003252447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0471991098452468,"score_gpt":0.3519193641550193,"score_spread":0.3047202543097726,"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."}}