{"id":"W4387025749","doi":"10.2147/ppa.s427021","title":"Uptake and Persistence on HIV Pre-Exposure Prophylaxis Among Female Sex Workers and Men Having Sex with Men in Kigali, Rwanda: A Retrospective Cross-Sectional Study Design","year":2023,"lang":"en","type":"article","venue":"Patient Preference and Adherence","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre for Interdisciplinary Research in Rehabilitation","funders":"Rwanda Biomedical Centre","keywords":"Medicine; Cross-sectional study; Female sex; Human immunodeficiency virus (HIV); Pre-exposure prophylaxis; Persistence (discontinuity); Sex workers; Men who have sex with men; Demography; Retrospective cohort study; Environmental health; Immunology; Internal medicine; Population; Research methodology; Pathology; Syphilis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001115678,0.0002762158,0.0003294996,0.001028926,0.0005380902,0.0005761061,0.000314455,0.0004271879,0.0009399349],"category_scores_gemma":[0.001710175,0.0005060982,0.0004104385,0.0009461611,0.0003939436,0.0006365408,0.0004415247,0.0004761733,0.0002547051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003382191,"about_ca_system_score_gemma":0.0004491756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006009682,"about_ca_topic_score_gemma":0.008434274,"domain_scores_codex":[0.9993775,0.000210282,0.00009219049,0.0001050365,0.0001023042,0.0001126564],"domain_scores_gemma":[0.9990369,0.0002133212,0.0004529039,0.00007691408,0.0001149758,0.0001050289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003719277,0.00006282105,0.9987344,0.00002033296,0.00002037092,0.00004987495,0.0003964619,0.000007870733,0.00009105832,0.000006265599,0.00002518555,0.0005480823],"study_design_scores_gemma":[0.000003888966,0.0004057652,0.9976623,0.00001616427,0.00002772699,0.0002875837,0.001346695,0.00003931382,0.00005548052,0.000005110902,0.0001462877,0.000003714411],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993377,0.0001603352,0.00003958947,0.000009148218,0.000002418857,0.00003942238,0.000230636,0.000001074624,0.0001796577],"genre_scores_gemma":[0.9993464,0.0001498964,0.00008512036,0.00001921088,0.000005614569,0.0000490677,0.0002042899,6.49985e-7,0.0001397613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006009682,"threshold_uncertainty_score":0.01194936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07034924775520218,"score_gpt":0.3161149652120662,"score_spread":0.245765717456864,"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."}}