{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001727853,0.000045157,0.0001143928,0.00003159559,0.0002407881,0.00001597793,0.0000669637,0.00002899763,0.000089896],"category_scores_gemma":[0.00008242852,0.00003960328,0.00001626686,0.0004350986,0.00007819036,0.0001715835,0.00002570504,0.00002872924,0.00001451342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002042652,"about_ca_system_score_gemma":0.0006535597,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1187605,"about_ca_topic_score_gemma":0.03905522,"domain_scores_codex":[0.9989409,0.0002242466,0.0001930056,0.0001099169,0.000262681,0.0002691778],"domain_scores_gemma":[0.9995791,0.00008923167,0.00009373553,0.00007356352,0.00004377462,0.0001206048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001765781,0.00001835278,0.8486381,0.0001200389,0.00000918859,5.741255e-7,0.02480635,0.000002082507,0.00001076507,0.02056109,0.01832748,0.08748838],"study_design_scores_gemma":[0.0001343878,0.0003288176,0.9654477,0.00001387411,0.000002096858,2.332238e-7,0.02834436,0.00001637938,0.000003356567,0.002810074,0.002847161,0.00005152659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954754,0.000246392,0.00002139309,0.00235266,0.0002065119,0.0001846779,0.00007092511,0.00004723106,0.001394793],"genre_scores_gemma":[0.9990311,0.0003604351,0.00003055993,0.0003010647,0.0001281581,0.000002404225,0.00000953972,0.00000219798,0.0001345522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1168097,"threshold_uncertainty_score":0.9784795,"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."}}