{"id":"W2012090923","doi":"10.1371/journal.pone.0054416","title":"Application and Validation of Case-Finding Algorithms for Identifying Individuals with Human Immunodeficiency Virus from Administrative Data in British Columbia, Canada","year":2013,"lang":"en","type":"article","venue":"PLoS ONE","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; BC Centre for Disease Control; University of British Columbia; AIDS Vancouver","funders":"CHIST-ERA; British Columbia Centre for Disease Control; Canadian Institutes of Health Research; Ministry of Health, British Columbia; Public Health Agency; National Institutes of Health; International AIDS Society; Public Health Agency of Canada; Bill and Melinda Gates Foundation; ViiV Healthcare; World Health Organization; National Institute on Drug Abuse; Bristol-Myers Squibb; Gilead Sciences","keywords":"Cohort; Algorithm; Medicine; Population; Human immunodeficiency virus (HIV); Christian ministry; Excellence; Viral load; Cohort study; HIV diagnosis; Demography; Family medicine; Antiretroviral therapy; Internal medicine; Environmental health; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0002037779,0.00005050782,0.0001987823,0.0000503288,0.0001220955,0.0001207074,0.000108719,0.00003275259,0.0001536655],"category_scores_gemma":[0.0001624511,0.00006953691,0.00001221791,0.0001411196,0.00005412138,0.0002647511,0.00005939342,0.0001027477,0.000001271442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007034838,"about_ca_system_score_gemma":0.0001758341,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9509872,"about_ca_topic_score_gemma":0.9552296,"domain_scores_codex":[0.9989948,0.00003343658,0.0002792689,0.0002409675,0.0002968467,0.0001546862],"domain_scores_gemma":[0.9993024,0.00009280035,0.000110973,0.0002689454,0.0001574876,0.00006736472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002884097,0.003191302,0.6445799,0.001048008,0.0009293088,0.0001358373,0.00111379,5.027426e-7,0.3228315,0.00002521252,0.002968565,0.02314714],"study_design_scores_gemma":[0.006932485,0.003999364,0.8568982,0.005058507,0.000811104,0.0002172658,0.009851432,0.01334656,0.1013524,0.0008342399,0.0001262789,0.0005721698],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956051,0.0001950229,0.001393789,0.00005810393,0.000002690325,0.001240838,0.001364958,0.00000764732,0.0001318635],"genre_scores_gemma":[0.9931902,0.00001778622,0.004513787,0.000008560449,0.00001987035,0.0002653241,0.001440256,0.00001089514,0.000533296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2214792,"threshold_uncertainty_score":0.2835633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1455059248858483,"score_gpt":0.3591403578735943,"score_spread":0.213634432987746,"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."}}