{"id":"W2994672356","doi":"10.1111/his.13989","title":"Vulval squamous cell carcinoma and its precursors","year":2019,"lang":"en","type":"review","venue":"Histopathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Vulvar intraepithelial neoplasia; Squamous intraepithelial lesion; Pathology; Vulva; Intraepithelial neoplasia; Lesion; Carcinoma in situ; Medicine; Lichen sclerosus; Cervix; Cervical intraepithelial neoplasia; Carcinoma; Dermatology; Cancer; Internal medicine; Cervical cancer; Prostate","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":[0.0002622873,0.0004258348,0.0007080585,0.002456885,0.0002910383,0.0008162506,0.0004352771,0.0006621946,0.003755028],"category_scores_gemma":[0.0007745048,0.0002013644,0.0003381702,0.001857948,0.0004039545,0.001001542,0.000467976,0.0009230452,0.001787518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004885126,"about_ca_system_score_gemma":0.001200999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001829818,"about_ca_topic_score_gemma":0.002950244,"domain_scores_codex":[0.9998384,0.00002290592,0.00002850843,0.00002938075,0.00006403377,0.00001680626],"domain_scores_gemma":[0.9997674,0.0001032971,0.00003667661,0.000009540204,0.00006657586,0.00001642324],"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":[0.00003773063,0.00002510668,0.0005775397,0.01693218,0.00004688256,0.0009751337,0.0001259565,0.000189938,0.001498997,0.00327152,0.03027057,0.9460484],"study_design_scores_gemma":[0.000003208605,0.00002331427,0.001427599,0.004567061,0.00005335546,0.008205917,0.0001018544,0.00002990699,0.0003534221,0.00141538,0.9838086,0.00001038064],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001851564,0.997813,0.00007114458,0.0002019932,0.000172983,0.000002799767,0.00001759309,0.000005333234,0.001529881],"genre_scores_gemma":[0.001360024,0.9975154,0.0001110497,0.000170427,0.0001462709,0.000002785602,0.00003460898,0.000001320282,0.0006581172],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003755028,"threshold_uncertainty_score":0.01256186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09557822572704171,"score_gpt":0.3773456697249075,"score_spread":0.2817674439978658,"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."}}