{"id":"W4416112636","doi":"10.1093/jac/dkaf425","title":"Notable transmitted HIV drug resistance among people who inject drugs in Pakistan","year":2025,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"AIDS Vancouver; University of Manitoba; Public Health Agency of Canada; Manitoba Health","funders":"","keywords":"Human immunodeficiency virus (HIV); Drug resistance; HIV drug resistance; Drug; Resistance (ecology); Injection drug use","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002742303,0.0002014385,0.0002054593,0.0005920784,0.00100935,0.0005203729,0.0001901049,0.0002679982,0.002486214],"category_scores_gemma":[0.0007031665,0.0002367237,0.0001544778,0.001062611,0.0003829616,0.0004786966,0.0004023763,0.0004337365,0.0002680506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005201783,"about_ca_system_score_gemma":0.001234548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04468858,"about_ca_topic_score_gemma":0.05182091,"domain_scores_codex":[0.999745,0.00003681557,0.00002067569,0.00004423767,0.00007660178,0.00007675769],"domain_scores_gemma":[0.9997001,0.00003813653,0.0001274275,0.00001173064,0.00005832188,0.00006446538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002034236,0.00005421773,0.9921958,0.00004684115,0.00001115381,0.0004705931,0.00114743,0.00001802554,0.0002514713,0.00004470381,0.0005123179,0.005227222],"study_design_scores_gemma":[0.000006693364,0.0001109171,0.9924077,0.00006897695,0.00001490992,0.00154631,0.004836511,0.00007624888,0.00008747539,0.00004881259,0.0007866587,0.000008786437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997533,0.0001838588,0.00004662109,0.0001745801,0.000008011927,0.00004168047,0.0006505835,0.000002886046,0.001358835],"genre_scores_gemma":[0.9988195,0.0004618243,0.00009632889,0.0001445436,0.000008040873,0.00001710825,0.0002383133,8.726932e-7,0.0002133684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04468858,"threshold_uncertainty_score":0.08885694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00833883261824777,"score_gpt":0.3029846414733458,"score_spread":0.294645808855098,"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."}}