{"id":"W4384663917","doi":"10.1071/sh23108","title":"Global evidence, impact and implementation of U=U","year":2023,"lang":"en","type":"article","venue":"Sexual Health","topic":"Income, Poverty, and Inequality","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Council Of Aids Service Organizations; Toronto Metropolitan University","funders":"ViiV Healthcare","keywords":"Medicine; Evidence-based practice; Scientific evidence; Alternative medicine; Epistemology; Pathology","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":[0.09240885,0.0006230729,0.001866829,0.004151464,0.001620155,0.01024487,0.003169969,0.00496924,0.008655062],"category_scores_gemma":[0.2850149,0.0005317255,0.002410896,0.005855013,0.01372215,0.008859096,0.008721162,0.00628033,0.0006846893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003074545,"about_ca_system_score_gemma":0.01079456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004223602,"about_ca_topic_score_gemma":0.004743034,"domain_scores_codex":[0.9263561,0.0483962,0.008510686,0.003375312,0.01122705,0.002134732],"domain_scores_gemma":[0.5506407,0.3977332,0.02498716,0.0108589,0.01381596,0.001964119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007063833,0.000113594,0.01866183,0.05607261,0.002264058,0.0002746688,0.006164626,0.0004124408,0.0002132509,0.2248576,0.07011648,0.6201425],"study_design_scores_gemma":[0.0002450884,0.000855007,0.04159342,0.2241272,0.003751159,0.0008526663,0.01346818,0.0004329451,0.001560656,0.135917,0.5769554,0.0002413842],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01337707,0.638984,0.005823143,0.251716,0.02470924,0.0004801629,0.001214962,0.0001176462,0.0635777],"genre_scores_gemma":[0.354076,0.5054811,0.01200783,0.1104635,0.01388234,0.0007531591,0.0009725126,0.0002270556,0.002136617],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09240885,"threshold_uncertainty_score":0.4887106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1370114936597631,"score_gpt":0.5174436134049216,"score_spread":0.3804321197451586,"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."}}