{"id":"W2089893970","doi":"10.1097/qad.0000000000000109","title":"Exploring the population-level impact of antiretroviral treatment","year":2014,"lang":"en","type":"article","venue":"AIDS","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Manitoba","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Antiretroviral therapy; Population; Human immunodeficiency virus (HIV); Virology; Environmental health; Viral load","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":[0.002837547,0.0005911478,0.0005851678,0.0005089384,0.0002613824,0.001359071,0.001101211,0.000892744,0.00542926],"category_scores_gemma":[0.01156109,0.0003458183,0.0009405679,0.0006233417,0.0005247731,0.001268174,0.0009002782,0.000928331,0.0002956886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002260376,"about_ca_system_score_gemma":0.001589573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01203683,"about_ca_topic_score_gemma":0.008120993,"domain_scores_codex":[0.9978994,0.001341582,0.00004766187,0.000191847,0.00020352,0.0003158555],"domain_scores_gemma":[0.9951999,0.00361209,0.0004663437,0.0001741255,0.0003686113,0.0001788268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003420766,0.0002057087,0.07528358,0.0002042007,0.0008689417,0.0001458249,0.00006285864,0.9029351,0.000415564,0.0061865,0.0006729002,0.01267675],"study_design_scores_gemma":[0.0002747886,0.001550862,0.07064109,0.0001456293,0.0009512371,0.000172967,0.0003440098,0.9066254,0.000852464,0.01482324,0.003571369,0.00004682581],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9489512,0.002220331,0.0225091,0.003213899,0.00007859499,0.00020096,0.002378841,0.0001115523,0.02033559],"genre_scores_gemma":[0.9973971,0.0002485703,0.001304601,0.0001212662,0.00001098069,0.00003929104,0.000198416,0.000006125508,0.0006737587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01203683,"threshold_uncertainty_score":0.02393353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.147569438615562,"score_gpt":0.3868223836654652,"score_spread":0.2392529450499031,"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."}}