{"id":"W3028422765","doi":"10.1016/j.ypmed.2020.106132","title":"Routine HIV testing in acute care hospitals: Changing practice to curb a local HIV epidemic in Vancouver, BC","year":2020,"lang":"en","type":"article","venue":"Preventive Medicine","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health; Providence Health Care; AIDS Vancouver; St. Paul's Hospital; University of British Columbia; BC Centre for Disease Control; Vancouver Coastal Health Research Institute; Vancouver Coastal Health","funders":"National Institute on Drug Abuse; National Institutes of Health; ViiV Healthcare; Merck; AbbVie; Ministry of Health, British Columbia; Bristol-Myers Squibb Canada; Gilead Sciences","keywords":"Medicine; Human immunodeficiency virus (HIV); Emergency department; Public health; HIV diagnosis; Emergency medicine; Medical diagnosis; HIV screening; Life expectancy; Acute care; Health care; Viral load; Family medicine; Antiretroviral therapy; Population; Men who have sex with men; Environmental health; Nursing; Syphilis","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":[0.001602065,0.0002413733,0.0002365633,0.0007808357,0.003372411,0.002398078,0.001709301,0.0005230169,0.002035388],"category_scores_gemma":[0.006772205,0.0003820597,0.0001548255,0.001484961,0.001325841,0.0005463215,0.001753421,0.001367967,0.0002307763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02371909,"about_ca_system_score_gemma":0.04251355,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9345692,"about_ca_topic_score_gemma":0.9746969,"domain_scores_codex":[0.997569,0.0007333223,0.0001276842,0.0001547454,0.000674239,0.0007409292],"domain_scores_gemma":[0.9894102,0.0009809667,0.001130359,0.0001804987,0.003603841,0.004694172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002869026,0.00046956,0.8426825,0.000599777,0.00006619022,0.001488003,0.007059537,0.0005481883,0.001217235,0.0003414947,0.009748931,0.1354917],"study_design_scores_gemma":[0.00005360279,0.000261767,0.9603888,0.0006720879,0.00003457956,0.0005081788,0.02776918,0.0007041328,0.0003166646,0.0001651493,0.009084434,0.00004144809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837846,0.003160641,0.0002693106,0.005397123,0.00007888227,0.0002483738,0.0003809913,0.00002537593,0.006654717],"genre_scores_gemma":[0.9918965,0.003096813,0.001017501,0.001481087,0.00003097908,0.00007600304,0.0002179099,0.00001090278,0.002172402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06543082,"threshold_uncertainty_score":0.1720948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03241584704090294,"score_gpt":0.3682789117432337,"score_spread":0.3358630647023308,"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."}}