{"id":"W4286496154","doi":"10.1371/journal.pone.0271607","title":"Challenges to communicating the Undetectable equals Untransmittable (U=U) HIV prevention message: Healthcare provider perspectives","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; BC Centre for Disease Control; Public Health Ontario; University of Toronto","funders":"Canadian Institutes of Health Research; Canada Research Chairs","keywords":"Service provider; Medicine; Reproductive health; Stigma (botany); Health care; Men who have sex with men; Focus group; Public health; Internet privacy; Nursing; Human immunodeficiency virus (HIV); Family medicine; Service (business); Population; Business; Psychiatry; Computer science; Political science; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04037017,0.0004335968,0.0005761297,0.0009087356,0.01936011,0.009762012,0.002252983,0.003970755,0.003030927],"category_scores_gemma":[0.08190939,0.001061536,0.0004354662,0.001467739,0.01047514,0.00691179,0.006427872,0.006587862,0.0003366351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01821646,"about_ca_system_score_gemma":0.04616993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2405618,"about_ca_topic_score_gemma":0.2529761,"domain_scores_codex":[0.9483083,0.03873557,0.001713647,0.001212027,0.004330837,0.005699622],"domain_scores_gemma":[0.8999098,0.07144032,0.00704858,0.001322684,0.01228215,0.007996523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004118805,0.00004460499,0.01109923,0.0002947183,0.0000089076,0.0008110331,0.9750176,0.00003691292,0.0004054035,0.001493458,0.002431834,0.008315068],"study_design_scores_gemma":[0.000009117625,0.00005941924,0.002764313,0.0004911404,0.00001473981,0.0003402635,0.9833251,0.0001567592,0.0002166066,0.0003720887,0.01222758,0.00002286455],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8310536,0.004495103,0.003118859,0.141939,0.0005715817,0.0003694531,0.0001250601,0.00006259716,0.01826474],"genre_scores_gemma":[0.9806616,0.003162408,0.001929847,0.01265631,0.0001141643,0.0001448876,0.00003449396,0.00004296156,0.001253268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2405618,"threshold_uncertainty_score":0.4783231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1465431991309385,"score_gpt":0.3653345915695552,"score_spread":0.2187913924386168,"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."}}