{"id":"W4312225244","doi":"10.1089/apc.2022.0188","title":"Viral Breakthrough Episodes Among Persons with HIV in Care in Alberta, Canada: Clinical and Public Health Implications","year":2022,"lang":"en","type":"article","venue":"AIDS Patient Care and STDs","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Medicine; Viral load; Viremia; Confidence interval; Human immunodeficiency virus (HIV); Demography; Pediatrics; Gerontology; Internal medicine; Immunology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000467623,0.0002883408,0.0002374926,0.001103636,0.002366745,0.001040926,0.0009378809,0.0004449373,0.001078972],"category_scores_gemma":[0.001322968,0.0002576284,0.0002420428,0.002992917,0.0006020978,0.0003042285,0.0008928772,0.0007061801,0.00007714147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01557734,"about_ca_system_score_gemma":0.01722148,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.986358,"about_ca_topic_score_gemma":0.9901427,"domain_scores_codex":[0.9994774,0.00005808533,0.00002879521,0.00004002221,0.0001795571,0.0002161223],"domain_scores_gemma":[0.9991,0.00008526866,0.0002169471,0.00001660998,0.000269822,0.0003113773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008094763,0.00006078901,0.9916636,0.00004904307,0.00001791643,0.0002348603,0.0005684898,0.0001148403,0.000105608,0.00005431737,0.0006403994,0.006409172],"study_design_scores_gemma":[0.000005724108,0.00003243395,0.9974245,0.00003263513,0.000009771864,0.0001061442,0.001893679,0.000249531,0.00001957158,0.00002263082,0.0001988816,0.000004545752],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955986,0.001158388,0.00005503998,0.0005075372,0.000009593893,0.00005604339,0.001132658,0.00000624296,0.001475954],"genre_scores_gemma":[0.9976842,0.001109981,0.0001080524,0.0001328916,0.000009854895,0.00001286692,0.0005470962,0.000001265949,0.0003936107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01557734,"threshold_uncertainty_score":0.113022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0254712715875654,"score_gpt":0.3267218890778467,"score_spread":0.3012506174902813,"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."}}