{"id":"W2923361219","doi":"10.1371/journal.pone.0214012","title":"Missed opportunities for earlier diagnosis of HIV in British Columbia, Canada: A retrospective cohort study","year":2019,"lang":"en","type":"article","venue":"PLoS ONE","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; Ministry of Health; AIDS Vancouver; University of British Columbia","funders":"National Institute on Drug Abuse; Canadian Institutes of Health Research; Ministry of Health, British Columbia; Public Health Agency; ViiV Healthcare; Michael Smith Health Research BC; National Institutes of Health; Government of Canada; Public Health Agency of Canada; Gilead Sciences","keywords":"Medicine; Retrospective cohort study; Cohort; Population; Odds; Cohort study; Pediatrics; Logistic regression; Odds ratio; Pneumonia; HIV diagnosis; Epidemiology; Human immunodeficiency virus (HIV); Family medicine; Internal medicine; Viral load; Environmental health; Antiretroviral therapy","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":[0.0008073617,0.0006265058,0.0006749678,0.001562914,0.003766616,0.001770985,0.001967452,0.0006598221,0.001904189],"category_scores_gemma":[0.002073364,0.0007850942,0.000530637,0.004324444,0.0006252519,0.0004369764,0.001171272,0.001169992,0.0003492138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01946125,"about_ca_system_score_gemma":0.02488351,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9880323,"about_ca_topic_score_gemma":0.9923408,"domain_scores_codex":[0.9987599,0.00008679923,0.0000967852,0.0002538338,0.0004082234,0.000394449],"domain_scores_gemma":[0.9968572,0.0001444556,0.0006667192,0.0001671916,0.001401568,0.0007629418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004699039,0.00002422436,0.9969047,0.00003130097,0.00004818651,0.0001161045,0.000261467,0.00005268022,0.00006167341,0.00002875365,0.001144876,0.001279065],"study_design_scores_gemma":[0.00001104506,0.00002720223,0.9975228,0.00008008328,0.00004124493,0.0001496616,0.0008818769,0.000270018,0.00002979971,0.00001866667,0.0009545011,0.00001319204],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864538,0.001361653,0.0002297669,0.000278666,0.000026788,0.000169193,0.009733539,0.00001825382,0.001728254],"genre_scores_gemma":[0.9930575,0.001007235,0.0003487843,0.0002856997,0.00001263881,0.00009866269,0.004110373,0.000009257296,0.001069857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01946125,"threshold_uncertainty_score":0.1412019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06621752073523428,"score_gpt":0.2751063061100902,"score_spread":0.2088887853748559,"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."}}