{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002676146,0.0000548618,0.000451047,0.00006336472,0.00003227018,0.00003259378,0.00008010676,0.00003401567,0.001973851],"category_scores_gemma":[0.0006100317,0.00008279115,0.00006535664,0.0001307043,0.0000381002,0.00005622769,0.00002993345,0.0001377695,0.000006092633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002577037,"about_ca_system_score_gemma":0.0004705548,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8317846,"about_ca_topic_score_gemma":0.9725,"domain_scores_codex":[0.9987394,0.00004690469,0.0002748104,0.0001943418,0.000516289,0.0002282742],"domain_scores_gemma":[0.9991311,0.00009999248,0.00005350331,0.0002106527,0.0003768192,0.0001279528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003475099,0.00496522,0.9341353,0.0002216067,0.0004489837,0.00005404142,0.00009727459,3.693324e-8,0.0002158619,0.000003178203,0.05954624,0.0002775451],"study_design_scores_gemma":[0.001958166,0.003642282,0.9901538,0.0007809852,0.0001259979,0.000001557277,0.002363935,0.0001222185,0.0003914676,0.00001440288,0.000365894,0.00007930362],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918486,0.00008649768,0.000001601294,0.0005506875,0.00001073401,0.002660275,0.0003726006,0.00001103984,0.004457903],"genre_scores_gemma":[0.8947625,0.00005941755,0.0000751523,0.00006005874,0.00002591639,0.00064177,0.00005579683,0.00001617592,0.1043032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1407153,"threshold_uncertainty_score":0.9989385,"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."}}