{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001316612,0.00005744799,0.0001282782,0.00007344395,0.00004956017,0.000007741852,0.00004873454,0.00001219517,0.0001666025],"category_scores_gemma":[0.0001643968,0.00002983945,0.0002294913,0.0000986915,0.00003062409,0.00008786045,0.00001431588,0.0000511207,0.00004338283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006887047,"about_ca_system_score_gemma":0.00002356832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00303464,"about_ca_topic_score_gemma":0.00002039241,"domain_scores_codex":[0.9994742,0.00004550709,0.0001305383,0.00007306829,0.0001407985,0.0001358381],"domain_scores_gemma":[0.9995966,0.00005220312,0.00002555357,0.0002179946,0.00004086151,0.00006678919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005088115,0.0001518215,0.6363962,0.00001627821,0.0001460327,0.000001851066,0.0002061074,0.000006096423,0.002959809,0.0008933483,0.0008829156,0.3582886],"study_design_scores_gemma":[0.0006631558,0.01317769,0.9816519,0.00005790529,0.00003836585,0.000005100374,0.00005906973,0.000964593,0.002488546,0.00009135572,0.0007652612,0.00003705066],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950037,0.00004121515,0.0004468795,0.0001209576,0.00002487237,0.0001156792,0.00001309275,0.00001301211,0.004220581],"genre_scores_gemma":[0.9931625,0.00003822604,0.0002066624,0.000008042578,0.0001028441,0.00001965118,0.00002500647,0.000007328302,0.006429724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3582516,"threshold_uncertainty_score":0.4587488,"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."}}