{"id":"W2152455741","doi":"10.1371/journal.pone.0045176","title":"Cost Effectiveness of Screening Strategies for Early Identification of HIV and HCV Infection in Injection Drug Users","year":2012,"lang":"en","type":"article","venue":"PLoS ONE","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Institute on Drug Abuse; U.S. Department of Veterans Affairs","keywords":"Medicine; Population; Cost effectiveness; Immunology; Viral load; Human immunodeficiency virus (HIV); Antibody; Virology; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.002942817,0.001325923,0.00130283,0.001114895,0.0002551066,0.001365565,0.001030844,0.001222223,0.004120378],"category_scores_gemma":[0.01244416,0.0006204915,0.00180447,0.0007503362,0.0005943352,0.001624991,0.001001276,0.0008171772,0.000183611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004626555,"about_ca_system_score_gemma":0.003390573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01644474,"about_ca_topic_score_gemma":0.008802064,"domain_scores_codex":[0.9983245,0.001135144,0.00005202768,0.00011605,0.0001506047,0.0002217976],"domain_scores_gemma":[0.9931896,0.005619596,0.0005929997,0.00009226694,0.0002362103,0.000269364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002691031,0.0004659351,0.02114904,0.0004453159,0.000959299,0.00008677042,0.00002983325,0.951925,0.0003777725,0.001766406,0.0007260004,0.01937748],"study_design_scores_gemma":[0.001303036,0.00374128,0.0232114,0.000400734,0.001844874,0.0002616923,0.0002030186,0.9619856,0.0009019578,0.004988964,0.001086204,0.0000711983],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9612876,0.006559683,0.01990953,0.002174058,0.00006940302,0.0007884685,0.002414811,0.0001068317,0.006689555],"genre_scores_gemma":[0.9948779,0.001033937,0.002785936,0.0001423167,0.00001415642,0.0001556754,0.0004345594,0.00000739763,0.0005480782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01644474,"threshold_uncertainty_score":0.0335682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09924566997285171,"score_gpt":0.342802815044698,"score_spread":0.2435571450718462,"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."}}