{"id":"W2406448070","doi":"10.1097/pgp.0000000000000182","title":"Vulvar Acanthosis With Altered Differentiation (VAAD)","year":2015,"lang":"en","type":"article","venue":"International Journal of Gynecological Pathology","topic":"Cancer and Skin Lesions","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Hospital and Health Sciences Centre; University of British Columbia","funders":"","keywords":"Acanthosis; Pathology; Malignant transformation; Verrucous carcinoma; Carcinoma; Squamous carcinoma; Medicine; Hyperkeratosis","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":[],"consensus_categories":[],"category_scores_codex":[0.000301098,0.00009769948,0.0002963926,0.000169182,0.00002222722,0.00001643194,0.0001868463,0.0001101282,0.0008012332],"category_scores_gemma":[0.0007180977,0.00005996476,0.0001022085,0.0000754868,0.0001040973,0.00008779248,0.00004925027,0.0002890572,0.00002254241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000195984,"about_ca_system_score_gemma":0.0001783993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005781022,"about_ca_topic_score_gemma":0.00001450177,"domain_scores_codex":[0.9988318,0.00009131966,0.0003715888,0.0001261837,0.0004392701,0.0001398208],"domain_scores_gemma":[0.9984617,0.0001653461,0.0002679434,0.00008791083,0.0008235458,0.0001935877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01061795,0.00315983,0.8575068,0.00002003853,0.001166894,0.02180655,0.001417748,0.0004641191,0.02213209,0.005160509,0.0261987,0.05034879],"study_design_scores_gemma":[0.006684648,0.004468417,0.9597362,0.00006599157,0.0001673856,0.01519065,0.000231641,0.0001193383,0.0008151201,0.002590392,0.009785243,0.0001449647],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838048,0.0001108486,0.005757984,0.005269376,0.001438827,0.00008755104,0.000007490957,0.00001520908,0.003507871],"genre_scores_gemma":[0.9949966,0.00006042816,0.002860995,0.001229423,0.0006269769,0.000004755805,0.00001168648,0.00000798418,0.0002011592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1022294,"threshold_uncertainty_score":0.8772942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04499614232746978,"score_gpt":0.3268830383805657,"score_spread":0.2818868960530959,"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."}}