{"id":"W4414667334","doi":"10.1080/09540121.2025.2562238","title":"Awareness, acceptance, and impact of undetectable equals untransmittable (U = U) among people living with HIV across Canada","year":2025,"lang":"en","type":"article","venue":"AIDS Care","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; Toronto Public Health; Canadian Respiratory Research Network; Yukon University; Toronto Metropolitan University; Durham College; Nine Circles Community Health Centre; University of Manitoba; Yukon Health and Social Services; Mount Royal University; Mount Saint Vincent University; AIDS Committee of Toronto; Women's Health In Women's Hands; Regina General Hospital; Saskatchewan Ministry of Agriculture; University of Toronto; Dalhousie University; Regina Qu'Appelle Health Region","funders":"Canadian Institutes of Health Research; Public Health Agency; Public Health Agency of Canada","keywords":"Stigma (botany); Snowball sampling; Health care; Human immunodeficiency virus (HIV); Indigenous; Multivariate analysis; Public health; Quality of life (healthcare)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009726451,0.0001345779,0.00035067,0.0000698736,0.0001604217,0.0000393099,0.0001076905,0.00005347085,0.0004001391],"category_scores_gemma":[0.0001566623,0.0001010727,0.0001037588,0.000590916,0.00008980305,0.0001620679,0.00006221225,0.0001689914,0.000001088734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002361325,"about_ca_system_score_gemma":0.001205871,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5372862,"about_ca_topic_score_gemma":0.8131429,"domain_scores_codex":[0.998869,0.00004161824,0.0002052401,0.0002186842,0.0002531101,0.0004123279],"domain_scores_gemma":[0.9990772,0.0001309471,0.00004524628,0.0002848713,0.0003005302,0.0001612278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005211476,0.00002961958,0.9871746,0.0006683852,0.0001952763,0.00001163766,0.0007527024,0.00003410537,0.000413837,0.00003177954,0.005050518,0.005585425],"study_design_scores_gemma":[0.001357104,0.001684835,0.9739391,0.002286669,0.0001078293,0.00001134422,0.01552792,0.0006865022,0.003676837,0.00001273926,0.0005419353,0.0001672207],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891434,0.001878618,0.001984736,0.00005892152,0.00002059569,0.0002655688,0.0001775753,0.00002183939,0.006448743],"genre_scores_gemma":[0.9893783,0.00007149914,0.00017384,0.00001949519,0.0000178662,0.00003070596,0.00003395247,0.00001539711,0.01025893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2758567,"threshold_uncertainty_score":0.4657951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008143163609175651,"score_gpt":0.314199551903719,"score_spread":0.3060563882945433,"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."}}