{"id":"W3152367169","doi":"10.1371/journal.pone.0246766","title":"The impact of routine HIV drug resistance testing in Ontario: A controlled interrupted time series study","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; St. Michael's Hospital; Population Health Research Institute; Ontario HIV Treatment Network; McMaster University; Impact; Women's College Hospital; University Health Network; Hamilton Health Sciences; University of Toronto; Public Health Ontario; Juravinski Cancer Centre; St. Joseph’s Healthcare Hamilton","funders":"Department of Family and Community Medicine, University of Toronto; University of Toronto; Ontario Ministry of Health and Long-Term Care; Ontario HIV Treatment Network; Institute for Clinical Evaluative Sciences","keywords":"Interrupted Time Series Analysis; Interrupted time series; Medicine; Emergency department; Population; Public health; Human immunodeficiency virus (HIV); Drug resistance; Demography; Resistance (ecology); Emergency medicine; Family medicine; Gerontology; Pediatrics; Psychological intervention; Environmental health; Psychiatry; Nursing","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":[0.004127614,0.0006459511,0.000781696,0.001067794,0.001581444,0.001179853,0.001799745,0.0007131912,0.001680983],"category_scores_gemma":[0.0126443,0.0005713769,0.001331716,0.003443925,0.001184844,0.0005756305,0.001006685,0.0009237397,0.0001729518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02115218,"about_ca_system_score_gemma":0.02006584,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9220108,"about_ca_topic_score_gemma":0.8659521,"domain_scores_codex":[0.9951324,0.001477178,0.0003970746,0.000799305,0.001105322,0.001088745],"domain_scores_gemma":[0.9864593,0.00180661,0.006978491,0.001132555,0.00229732,0.001325797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001648281,0.0004609124,0.9896621,0.0001904509,0.0006552323,0.0001581709,0.001464733,0.0004720388,0.00017572,0.0001964472,0.001112306,0.00380371],"study_design_scores_gemma":[0.0001897236,0.0003818315,0.9961569,0.00005332226,0.0002694974,0.00003094596,0.000573374,0.001230756,0.00004989824,0.00005689402,0.0009863663,0.00002061705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937955,0.0008354999,0.0004549753,0.0002879544,0.00002822022,0.0002733092,0.003605094,0.00001280012,0.0007067033],"genre_scores_gemma":[0.9957631,0.0003993397,0.0004066759,0.0001239048,0.00003535581,0.0003115288,0.002357976,0.000006586773,0.0005955378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07798922,"threshold_uncertainty_score":0.156897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03383826992800006,"score_gpt":0.256586726995477,"score_spread":0.2227484570674769,"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."}}