{"id":"W4319982031","doi":"10.3390/v15020490","title":"HIV Drug Resistance in Adults Initiating or Reinitiating Antiretroviral Therapy in Uruguay—Results of a Nationally Representative Survey, 2018–2019","year":2023,"lang":"en","type":"article","venue":"Viruses","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Dolutegravir; Darunavir; HIV drug resistance; Medicine; Efavirenz; Ritonavir; Drug resistance; Nevirapine; Virology; Human immunodeficiency virus (HIV); Antiretroviral therapy; Internal medicine; Viral load; Microbiology; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001197888,0.0003111725,0.000420814,0.0005547514,0.0005282797,0.0005433469,0.0005105552,0.000385115,0.0008818586],"category_scores_gemma":[0.001961328,0.0003930128,0.0005475753,0.0006021432,0.0001883187,0.0004831092,0.0007583701,0.0004916483,0.0002796612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008842423,"about_ca_system_score_gemma":0.0004929188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2171849,"about_ca_topic_score_gemma":0.2159759,"domain_scores_codex":[0.9993153,0.0002396763,0.0001027829,0.0001179524,0.000113833,0.000110423],"domain_scores_gemma":[0.9989114,0.0000688814,0.0004410569,0.00005443835,0.0003475085,0.0001767072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003291494,0.00002256361,0.9971992,0.00002965433,0.00004548725,0.00003901804,0.0005208271,0.00002929946,0.0002337526,0.000006922507,0.0003008046,0.001539605],"study_design_scores_gemma":[0.000001862141,0.00002915132,0.9991755,0.00001523504,0.00001241779,0.00005207019,0.0003206898,0.00007578733,0.00002266926,0.000002060593,0.0002905735,0.000002033815],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995645,0.001037147,0.0001127611,0.0001589146,0.00001059731,0.00003673211,0.002416777,0.00001060747,0.0005714569],"genre_scores_gemma":[0.9973029,0.0004019578,0.0001957927,0.00008746526,0.0000107046,0.00005198589,0.001649701,0.000003696792,0.0002957459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2171849,"threshold_uncertainty_score":0.4318416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05953505043780295,"score_gpt":0.3395563618756882,"score_spread":0.2800213114378852,"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."}}