{"id":"W4282932474","doi":"10.4102/sajhivmed.v23i1.1368","title":"Cutaneous squamous cell carcinoma in vertically acquired HIV and epidermodysplasia verruciformis","year":2022,"lang":"en","type":"article","venue":"Southern African Journal of HIV Medicine","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"","keywords":"Epidermodysplasia verruciformis; Medicine; Scalp; Dermatology; Rash; Malignant transformation; Actinic keratosis; Lesion; Pathology; Basal cell; Virus; Immunology","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":[0.0008700911,0.0002083923,0.0007542618,0.0004694322,0.0001296431,0.000009868495,0.0002654731,0.00005494286,0.007012881],"category_scores_gemma":[0.0004038294,0.0001544657,0.0001193835,0.0004912519,0.0003080842,0.00004549428,0.0001456469,0.0007426554,0.00002159504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003438038,"about_ca_system_score_gemma":0.0003757013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009426198,"about_ca_topic_score_gemma":0.00001836214,"domain_scores_codex":[0.9971325,0.0001932331,0.0007900147,0.0002251795,0.001169596,0.0004894732],"domain_scores_gemma":[0.9983857,0.0003332554,0.0002223693,0.0002636765,0.0002006653,0.0005943666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.040404,0.002449071,0.6793489,0.001393533,0.0002850345,0.04038086,0.1187134,0.0004459787,0.02154781,0.0002898587,0.02435912,0.07038241],"study_design_scores_gemma":[0.1065864,0.04626009,0.3505057,0.0004246671,0.001947561,0.06486182,0.3446163,0.008405176,0.001523103,0.003760859,0.0692644,0.001843963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9682909,0.003404412,0.00006917064,0.01042219,0.0001515006,0.0002656993,0.00003833413,0.00001418096,0.01734363],"genre_scores_gemma":[0.9976187,0.00004360906,0.00007445765,0.0006501949,0.0004006561,0.000008592444,0.00000815178,0.00004087087,0.001154732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3288432,"threshold_uncertainty_score":0.9938948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01772482069956961,"score_gpt":0.2651562242384662,"score_spread":0.2474314035388966,"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."}}