{"id":"W4410082950","doi":"10.1101/2025.05.01.25326808","title":"Prevalence, Genotype Distribution, and Determinants of High-Risk Carcinogenic Human Papillomavirus Infection Among Female Sex Workers in Kilimanjaro Region: A Community-Based Cross-Sectional Study","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Human papillomavirus; Genotype; Cross-sectional study; Environmental health; Distribution (mathematics); Demography; Sex workers; Medicine; Geography; Biology; Genetics; Population; Internal medicine; Gene; Pathology; Sociology; Research methodology","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":[0.0005260748,0.0003087157,0.0002440321,0.0006630206,0.0006215246,0.0004650007,0.0003519895,0.0004665569,0.001207085],"category_scores_gemma":[0.0009218411,0.0004200157,0.000267245,0.0007198293,0.0003348042,0.0004031248,0.0003504476,0.0003142833,0.0002877865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003567476,"about_ca_system_score_gemma":0.0003487886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01576719,"about_ca_topic_score_gemma":0.02547246,"domain_scores_codex":[0.9997062,0.00007240834,0.0000360766,0.00007262779,0.00005206377,0.00006054087],"domain_scores_gemma":[0.9995024,0.00008125973,0.0001886033,0.00003156245,0.00007780243,0.0001183012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000309274,0.00006577615,0.9987546,0.00001228873,0.00001118258,0.00007013377,0.0004053188,0.000008542476,0.0002764997,0.00000339396,0.00003820362,0.0003231536],"study_design_scores_gemma":[0.000004896288,0.0001125503,0.9986414,0.000007320732,0.00001264306,0.0001437019,0.0009239652,0.00005786818,0.00003457761,0.000003448584,0.00005510278,0.000002501208],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996711,0.00003308432,0.00002346992,0.000009125944,0.000001341598,0.00001563973,0.0001514227,9.347872e-7,0.00009385881],"genre_scores_gemma":[0.999691,0.00002623309,0.00005282665,0.00001690513,0.000002246284,0.00001455237,0.0001125828,4.118878e-7,0.00008318681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01576719,"threshold_uncertainty_score":0.03135085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06232933759432031,"score_gpt":0.3756126815611418,"score_spread":0.3132833439668215,"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."}}