{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007541231,0.00007936016,0.0002549004,0.0002136254,0.00002629112,0.000009379858,0.00002307926,0.00006176555,0.0000026077],"category_scores_gemma":[0.0002352493,0.00008167532,0.00002396876,0.0002181397,0.00005255159,0.0004145689,0.00001305637,0.00009434529,0.000002036933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005013033,"about_ca_system_score_gemma":0.00002659889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005242052,"about_ca_topic_score_gemma":0.0001010438,"domain_scores_codex":[0.9991948,0.0001004649,0.0002697875,0.0001248229,0.0001774348,0.0001326641],"domain_scores_gemma":[0.9992833,0.0002333607,0.0001582537,0.0001263528,0.0001528343,0.00004585495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004352878,0.0006699633,0.7641173,0.001180419,0.00008215506,1.021848e-7,0.004599119,0.00005155783,0.2274039,0.0001514454,0.000004069714,0.001304685],"study_design_scores_gemma":[0.001128314,0.0001910595,0.7875577,0.0005302526,0.0001549087,8.495826e-7,0.002425164,0.0006604365,0.2071982,0.00009264469,0.000001862227,0.00005862649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938123,0.00006990898,0.004887419,0.00001715013,0.00003386796,0.0009965305,0.00001164073,0.00002520103,0.0001459518],"genre_scores_gemma":[0.9991825,0.00002621251,0.0005330018,0.000002722204,0.00005081668,0.00009433662,0.00003439302,0.00001680365,0.00005926674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02344034,"threshold_uncertainty_score":0.3330623,"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."}}