{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001974019,0.0006376915,0.0006612663,0.0004560683,0.0006096308,0.003369878,0.001087904,0.001925791,0.00488345],"category_scores_gemma":[0.007809413,0.0004397409,0.0007878705,0.0008341026,0.001314114,0.004179726,0.001228021,0.001285649,0.0002680038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007442988,"about_ca_system_score_gemma":0.003722803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03510681,"about_ca_topic_score_gemma":0.01924135,"domain_scores_codex":[0.9987289,0.0006538617,0.00003472413,0.0001111306,0.0001946149,0.0002766025],"domain_scores_gemma":[0.997309,0.001754758,0.0004755347,0.00007443202,0.0001983794,0.0001878268],"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":[0.0004573911,0.0002041041,0.02228983,0.0003606886,0.000161612,0.0004956655,0.0002332857,0.7586598,0.0006100279,0.1754428,0.005576314,0.03550843],"study_design_scores_gemma":[0.00015186,0.0005381785,0.01432625,0.0004793381,0.0002271215,0.0004280699,0.000823128,0.8853121,0.0009212643,0.08709773,0.009608372,0.00008640668],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8390545,0.01049892,0.0526103,0.03182476,0.0004792309,0.0003853665,0.002275005,0.000170359,0.06270164],"genre_scores_gemma":[0.9918134,0.001643561,0.002722414,0.0005709892,0.0000375014,0.0000716764,0.0001535818,0.00001592725,0.00297099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03510681,"threshold_uncertainty_score":0.06980491,"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."}}