{"id":"W4366089369","doi":"10.1186/s12879-023-08210-2","title":"Challenges with the use of Xpert HPV as a screening tool for oral HPV among people living with HIV (PLHIV): experiences from Pune, India","year":2023,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Institute of Allergy and Infectious Diseases; Johns Hopkins University; Fogarty International Center; National Institutes of Health; amfAR, The Foundation for AIDS Research","keywords":"Medicine; Concordance; Human immunodeficiency virus (HIV); Cohen's kappa; Internal medicine; Human papillomavirus; Population; Virology; Environmental health","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":[0.002353844,0.0003677883,0.0004094498,0.0003374397,0.003494809,0.002423754,0.001309288,0.0008996016,0.001075116],"category_scores_gemma":[0.006321064,0.0005624828,0.0003679527,0.0005985292,0.001944108,0.001300139,0.00272248,0.001658808,0.0002088048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008771255,"about_ca_system_score_gemma":0.002083852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02276192,"about_ca_topic_score_gemma":0.03201717,"domain_scores_codex":[0.9971555,0.001358296,0.0001963827,0.0001697884,0.0004814533,0.0006385992],"domain_scores_gemma":[0.9957591,0.001938521,0.0006453635,0.0002186905,0.0006928475,0.0007454822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000151521,0.0004177202,0.2265354,0.000838855,0.00004152321,0.01760764,0.6926772,0.0001713274,0.004256031,0.0002815441,0.001549333,0.05547204],"study_design_scores_gemma":[0.00001507379,0.001197369,0.155606,0.0003768557,0.0001041046,0.01557902,0.815636,0.0001853264,0.001381692,0.0001465487,0.009673961,0.00009807232],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976035,0.0004313822,0.00009914498,0.0006444258,0.00001394247,0.00003645733,0.00001861735,0.000005478092,0.00114711],"genre_scores_gemma":[0.9973921,0.0009786254,0.0003209534,0.0007707258,0.00001638834,0.00002846549,0.00001936297,0.000007689549,0.0004657027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02276192,"threshold_uncertainty_score":0.04525882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05173851422981997,"score_gpt":0.2916453342899914,"score_spread":0.2399068200601714,"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."}}