{"id":"W3182214004","doi":"10.1111/his.14451","title":"DEVIL, VAAD and vLSC constitute a spectrum of HPV‐independent, p53‐independent intra‐epithelial neoplasia of the vulva","year":2021,"lang":"en","type":"article","venue":"Histopathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Vulva; Lesion; Pathology; Medicine; Keratoacanthoma; Acanthosis; Dermatology; Hyperkeratosis; Basal cell","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":[0.0003430995,0.0001444433,0.00052197,0.0001035417,0.00007649177,0.000006082896,0.0001647716,0.0001857291,0.003820458],"category_scores_gemma":[0.0002956563,0.0001098747,0.0001355338,0.0002333945,0.0007405736,0.00003174535,0.0002564211,0.0004811985,0.00001821274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001150459,"about_ca_system_score_gemma":0.0007068943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002399236,"about_ca_topic_score_gemma":0.001030502,"domain_scores_codex":[0.9983578,0.0001685941,0.000395368,0.0003535837,0.0004131921,0.000311472],"domain_scores_gemma":[0.9989324,0.00009987151,0.0001254914,0.0004930861,0.000209586,0.000139571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004642967,0.001826745,0.3389596,0.002475478,0.000196328,0.006068074,0.005422415,0.00001775238,0.477265,0.06060912,0.003322107,0.0991944],"study_design_scores_gemma":[0.00312557,0.0004333408,0.925333,0.0000347754,0.0001804058,0.003190339,0.0002233464,0.0000337189,0.05029477,0.001350435,0.01565608,0.0001441984],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9310925,0.004245061,0.0003014411,0.002811494,0.0009702595,0.0004284383,0.00008183324,0.00002414824,0.06004484],"genre_scores_gemma":[0.9974592,0.0003471287,0.0001552612,0.0003756462,0.000150321,0.0000114228,0.000008613082,0.00001534077,0.001477095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5863734,"threshold_uncertainty_score":0.9970902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01691048602768622,"score_gpt":0.2793457168170325,"score_spread":0.2624352307893463,"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."}}