{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01587199,0.0006936014,0.0006060587,0.003037861,0.001359752,0.002161,0.002206422,0.000598052,0.001146684],"category_scores_gemma":[0.06725153,0.0003807509,0.000730074,0.002764456,0.0005512938,0.0004355216,0.001045927,0.0006607188,0.0002978128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01399308,"about_ca_system_score_gemma":0.02728608,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9129267,"about_ca_topic_score_gemma":0.9088444,"domain_scores_codex":[0.9933326,0.002304198,0.001051429,0.001250278,0.001577403,0.0004841256],"domain_scores_gemma":[0.9703329,0.01284758,0.001864055,0.002043837,0.01231069,0.0006009872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004384652,0.0001561955,0.8931229,0.0002020038,0.0003835546,0.0002097433,0.0004853026,0.03633042,0.0005773949,0.0007441983,0.003789214,0.06356058],"study_design_scores_gemma":[0.0003096177,0.0001063686,0.6905166,0.0002477532,0.0002557318,0.0003675405,0.0008853154,0.2985121,0.001754779,0.0009274226,0.006056137,0.00006062416],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9415625,0.001078463,0.03898802,0.000690016,0.00005922466,0.001859329,0.01028833,0.0006040161,0.004870086],"genre_scores_gemma":[0.9187652,0.0003477918,0.06851605,0.0001573711,0.00001276204,0.0004471318,0.01072651,0.00004566044,0.0009813918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08707327,"threshold_uncertainty_score":0.1751721,"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."}}