{"id":"W2937006997","doi":"10.1097/pgp.0000000000000570","title":"Multiple Epidermolytic Acanthomas: Rare Vulval Lesions Which May be Mistaken for Viral Warts","year":2018,"lang":"en","type":"article","venue":"International Journal of Gynecological Pathology","topic":"Cancer and Skin Lesions","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"","keywords":"Pathology; Epidermolytic hyperkeratosis; Vulva; Differential diagnosis; Lesion; Biology; Papillomaviridae; Human papillomavirus; Dermatology; Medicine; Hyperkeratosis; Cancer","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005553474,0.0001693327,0.0004839551,0.0002167595,0.0001304707,0.00002375035,0.0003613218,0.0002469691,0.001553079],"category_scores_gemma":[0.006033963,0.000122419,0.0002994325,0.00009859413,0.0003137873,0.0001010295,0.00009688242,0.0003796244,0.00003006129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002193286,"about_ca_system_score_gemma":0.0002650017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007247975,"about_ca_topic_score_gemma":0.00008958482,"domain_scores_codex":[0.9982109,0.0001244509,0.0007045772,0.0002559847,0.0003813332,0.0003227445],"domain_scores_gemma":[0.996456,0.001282281,0.0003371624,0.000159831,0.001537219,0.0002275221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02519048,0.008163822,0.2683934,0.0001611768,0.002638489,0.03675795,0.003684821,0.0002318579,0.2239531,0.02124455,0.2215248,0.1880556],"study_design_scores_gemma":[0.01820996,0.01311536,0.6841223,0.0002737076,0.000514087,0.03320831,0.0006979853,0.001649079,0.00756024,0.0171491,0.2228628,0.0006371295],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9633241,0.000149695,0.00659056,0.0236085,0.002955082,0.0003273882,0.0001117383,0.00003033642,0.002902636],"genre_scores_gemma":[0.9875435,0.0000665152,0.006342,0.003453525,0.001893688,0.0000210546,0.00003547675,0.00001802358,0.0006262411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4157289,"threshold_uncertainty_score":0.9993596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05582635184394421,"score_gpt":0.3612983190598887,"score_spread":0.3054719672159446,"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."}}