{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002343635,0.0003382638,0.001902873,0.0002786531,0.00005462592,0.00000899261,0.0001734388,0.0005485322,0.002080046],"category_scores_gemma":[0.0001107664,0.0002698124,0.0002936127,0.0001701112,0.0001198508,0.00002163606,0.0001783814,0.0008723706,0.0009375377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002822203,"about_ca_system_score_gemma":0.0006034991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001725448,"about_ca_topic_score_gemma":0.000006130226,"domain_scores_codex":[0.9980685,0.0002012478,0.000389621,0.0006447702,0.0002392055,0.0004567109],"domain_scores_gemma":[0.9988858,0.0001726863,0.0001238811,0.0004625421,0.0001054538,0.0002496226],"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":[0.00007682221,0.0001120185,0.00009008219,0.08677401,0.000003999697,0.0009212947,0.0001382528,2.086695e-8,0.000005650115,0.000187349,0.003035385,0.9086551],"study_design_scores_gemma":[0.0007161237,0.0006768247,0.001205087,0.0002168306,0.0008232672,0.001290438,0.000005341531,0.000003439922,0.000002170669,0.00001120593,0.9948171,0.0002321786],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001779201,0.931955,0.000001515537,0.00005341386,0.0004707611,0.0009897755,0.00004155489,0.00003529055,0.06627471],"genre_scores_gemma":[0.002577251,0.9752631,0.00002143711,0.0001224704,0.0003623049,0.0001003496,0.00009586903,0.00007326504,0.021384],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9917817,"threshold_uncertainty_score":0.9999754,"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."}}