{"id":"W2124893044","doi":"10.1016/s0140-6736(11)60821-0","title":"Treatment as prevention—a double hat-trick","year":2011,"lang":"en","type":"article","venue":"The Lancet","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":144,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia; Providence Health Care","funders":"National Institute on Drug Abuse; Canadian Institutes of Health Research","keywords":"Pandemic; Medicine; Treatment as prevention; Antiretroviral therapy; Tuberculosis; Human immunodeficiency virus (HIV); Transmission (telecommunications); Family medicine; Coronavirus disease 2019 (COVID-19); Viral load; Pathology; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.07808969,0.003916258,0.01121076,0.005222952,0.00618261,0.01861516,0.006456417,0.03480615,0.02209647],"category_scores_gemma":[0.08808722,0.00251624,0.002918454,0.003958518,0.04013272,0.05591773,0.01007032,0.05182581,0.006385392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01087129,"about_ca_system_score_gemma":0.01185071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00919779,"about_ca_topic_score_gemma":0.008350829,"domain_scores_codex":[0.966742,0.01939319,0.002002192,0.003158594,0.0072558,0.001448306],"domain_scores_gemma":[0.8517082,0.1227918,0.003721313,0.006850681,0.008548846,0.006379145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009735346,0.0003380414,0.0008340049,0.00419578,0.0008361277,0.0002490763,0.001080846,0.0006773897,0.0002716438,0.4235288,0.3791003,0.1879145],"study_design_scores_gemma":[0.001631648,0.0003815386,0.001174501,0.006624244,0.0004118941,0.0004527319,0.001560101,0.001894005,0.0002071788,0.6773384,0.3080881,0.0002356899],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007148159,0.2277767,0.006307859,0.7254322,0.02800921,0.00008443036,0.000161711,0.0001926144,0.01132051],"genre_scores_gemma":[0.04759853,0.1584397,0.01135004,0.7042056,0.06660622,0.0005122835,0.0001293569,0.0003684716,0.0107898],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07808969,"threshold_uncertainty_score":0.4129827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.143235449793715,"score_gpt":0.3925483049018993,"score_spread":0.2493128551081844,"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."}}