{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004801293,0.0002200804,0.0002961173,0.0002091689,0.0002637741,0.0001589806,0.00009400381,0.00008370738,0.00006325679],"category_scores_gemma":[0.000204665,0.0001656736,0.00003001164,0.0004214064,0.0003135866,0.0002888093,0.0001237347,0.0004233073,0.000007973322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008385968,"about_ca_system_score_gemma":0.000096271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004118205,"about_ca_topic_score_gemma":0.000220729,"domain_scores_codex":[0.9979156,0.0001568343,0.0003211453,0.0006964226,0.0005321805,0.0003777633],"domain_scores_gemma":[0.9991953,0.0001132205,0.00009459038,0.0002251672,0.0001432038,0.0002285191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005878697,0.0002725711,0.9844517,0.0001014303,0.00006732804,0.00003884922,0.007622126,0.00003729572,0.00018433,0.000006274134,0.0001504035,0.006479864],"study_design_scores_gemma":[0.001611024,0.02474141,0.9588888,0.000562369,0.00002006181,0.000009303997,0.01106776,0.002692925,0.0001886526,0.00004157148,0.00000601255,0.0001700667],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953291,0.0001037638,0.0001307334,0.0000217683,0.000009563952,0.001651305,0.00003143153,0.00005149997,0.002670861],"genre_scores_gemma":[0.9897399,0.00006387395,0.0001523823,0.000006655716,0.0000173604,0.0003625919,0.00001418822,0.0000155262,0.009627517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02556282,"threshold_uncertainty_score":0.6755973,"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."}}