{"id":"W2064115604","doi":"10.1007/s11904-014-0237-5","title":"Treatment as Prevention—Where Next?","year":2014,"lang":"en","type":"review","venue":"Current HIV/AIDS Reports","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; AIDS Vancouver","funders":"National Institute on Drug Abuse","keywords":"Life expectancy; Antiretroviral therapy; Medicine; Human immunodeficiency virus (HIV); Transmission (telecommunications); Population; Expanded access; Men who have sex with men; Demography; Gerontology; Viral load; Environmental health; Intensive care medicine; Family medicine; Internal medicine; Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005806815,0.0009913506,0.003492547,0.0007666295,0.0002215516,0.0001951964,0.0002661823,0.0004437864,0.004976665],"category_scores_gemma":[0.0006973651,0.0007146903,0.004072368,0.0006461971,0.0001724438,0.0002305497,0.0001927663,0.000937695,0.003835085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008272676,"about_ca_system_score_gemma":0.001837367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003284089,"about_ca_topic_score_gemma":0.00001452346,"domain_scores_codex":[0.9939307,0.0004575835,0.002341749,0.001335845,0.001019226,0.0009148947],"domain_scores_gemma":[0.9954051,0.0001427793,0.001151347,0.002014495,0.0003121611,0.0009740745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001104425,0.001035302,0.00005299521,0.02015826,0.0006719619,0.0009007709,0.00003416159,4.834332e-8,4.273286e-7,0.0002610754,0.1092955,0.8675784],"study_design_scores_gemma":[0.0005419146,0.004515429,0.000002385672,0.04729072,0.002985925,0.005398504,0.00002805043,0.00001217686,0.000002381496,0.0001895233,0.9385173,0.0005156629],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001455524,0.9625152,0.0004717279,0.00007033219,0.0008477475,0.003142838,0.00006009459,0.0002226048,0.03265491],"genre_scores_gemma":[0.00001057027,0.7466376,0.0002053077,0.000004315923,0.00103672,0.0009205648,0.002020815,0.0001258658,0.2490383],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8670627,"threshold_uncertainty_score":0.9995304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09359135562076044,"score_gpt":0.4445806648619252,"score_spread":0.3509893092411648,"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."}}