{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003216616,0.000296118,0.0004735705,0.001278773,0.0004296495,0.0005954567,0.0002133246,0.0002104881,0.001250679],"category_scores_gemma":[0.0008254593,0.0001378205,0.000234996,0.0007697769,0.0004045228,0.0002560511,0.0005958729,0.0002436235,0.0002722335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002036641,"about_ca_system_score_gemma":0.0002663344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000629653,"about_ca_topic_score_gemma":0.001225938,"domain_scores_codex":[0.9996666,0.00004325483,0.00003739283,0.00009874227,0.0000752206,0.00007886878],"domain_scores_gemma":[0.9994621,0.00007908355,0.0002524861,0.00005421143,0.00003932266,0.0001128175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001606658,0.00004298891,0.9837822,0.00007091696,0.00004240744,0.001620968,0.0001230644,0.00005145261,0.004402268,0.0000766282,0.00007122325,0.009555288],"study_design_scores_gemma":[0.00001710229,0.0002988265,0.9689864,0.00004629288,0.00003426247,0.0266916,0.0003982359,0.0001942331,0.001425303,0.0001493421,0.00175108,0.000007280486],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980926,0.001011568,0.0001821268,0.000008525498,0.000002704626,0.00002675341,0.000214347,0.000006978058,0.0004543547],"genre_scores_gemma":[0.9989986,0.0002294139,0.0001491706,0.000009318383,0.000004280285,0.00001078846,0.0004088221,0.000002171403,0.0001875496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001278773,"threshold_uncertainty_score":0.004183948,"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."}}