{"id":"W2164096529","doi":"10.1371/journal.pone.0041212","title":"Universal Access to HIV Treatment versus Universal ‘Test and Treat’: Transmission, Drug Resistance & Treatment Costs","year":2012,"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":"University of Ottawa","funders":"National Institute of Allergy and Infectious Diseases; National Institutes of Health","keywords":"Universal design; Medicine; Transmission (telecommunications); Expanded access; Human immunodeficiency virus (HIV); Virology; Computer science; Internal medicine; Telecommunications","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":[0.00007328227,0.0002285949,0.0003628233,0.0002123772,0.0001681733,0.00004481739,0.0001120649,0.00005979335,0.0008723135],"category_scores_gemma":[0.00008453544,0.0001812826,0.0001206993,0.0002599946,0.00008190666,0.0003090367,0.0000378027,0.00009314143,0.000258753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001169886,"about_ca_system_score_gemma":0.0001204779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003636229,"about_ca_topic_score_gemma":0.0009203219,"domain_scores_codex":[0.9985923,0.00007476692,0.0001835785,0.0003052188,0.0003432996,0.0005008655],"domain_scores_gemma":[0.9983419,0.0002072581,0.00003755643,0.0003463199,0.0001062689,0.0009607203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03834096,0.1104535,0.1974325,0.001202727,0.00855034,0.0006608792,0.02603211,0.000003348694,0.1135317,0.001922474,0.3464285,0.1554409],"study_design_scores_gemma":[0.05481475,0.02258815,0.03020339,0.003421833,0.004841346,0.00002403311,0.002753427,0.0003284971,0.1453903,0.00003006429,0.7343271,0.001277191],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9400746,0.001621602,0.0001859228,0.00913799,0.00002464819,0.001214348,0.000210957,0.00011867,0.04741122],"genre_scores_gemma":[0.6031929,0.001749634,0.002094476,0.00004223101,0.0001875964,0.00007511953,0.0001848472,0.00003905004,0.3924341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3878986,"threshold_uncertainty_score":0.9551222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07712153136032537,"score_gpt":0.3330860277579772,"score_spread":0.2559644963976518,"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."}}