{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001376083,0.000108315,0.0002782917,0.0001806047,0.0002293269,0.00002030994,0.00006569403,0.0000331056,0.00007558203],"category_scores_gemma":[0.00009211991,0.0000936224,0.0000504854,0.0003220405,0.0001417117,0.00009812665,0.000108723,0.0003917555,5.162494e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000364755,"about_ca_system_score_gemma":0.001051445,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6590917,"about_ca_topic_score_gemma":0.9445824,"domain_scores_codex":[0.998521,0.0002263949,0.0003468372,0.000304145,0.0002438354,0.0003577357],"domain_scores_gemma":[0.9992619,0.0001006813,0.00005522749,0.0002019345,0.00008569248,0.0002945407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003928229,0.0001031808,0.7993748,0.00006602892,0.0000194888,0.00001495082,0.006437554,0.000001601226,5.668326e-7,0.0003175573,0.003292047,0.190333],"study_design_scores_gemma":[0.003271139,0.1023013,0.75585,0.0001952605,0.00002563795,0.00004620758,0.1192814,0.0001727384,0.000003768033,0.00002967875,0.01858383,0.0002390986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993271,0.001804441,0.00001387099,0.001329352,0.00002164813,0.0004762675,0.0002539919,0.00000786137,0.002821588],"genre_scores_gemma":[0.9984156,0.0001038984,0.0001139531,0.0003319463,0.00001668258,0.0002037829,0.0003584007,0.00001274695,0.0004429486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2854907,"threshold_uncertainty_score":0.3817811,"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."}}