{"id":"W4396572311","doi":"10.1101/2024.04.30.24306644","title":"Notable transmitted HIV drug resistance among people who inject drugs in Pakistan","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research; University of Manitoba; Public Health Agency of Canada","funders":"","keywords":"Human immunodeficiency virus (HIV); Drug; Drug resistance; HIV drug resistance; Medicine; Resistance (ecology); Traditional medicine; Virology; Pharmacology; Biology; Antiretroviral therapy; Viral load; Microbiology","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":[0.0002635042,0.0002185602,0.0002100488,0.0006732714,0.00109555,0.0005420625,0.0001684753,0.000261032,0.002933386],"category_scores_gemma":[0.0006421899,0.0002700548,0.0001885893,0.001183045,0.0003648566,0.0004597249,0.0004037867,0.0004725642,0.000325822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004867578,"about_ca_system_score_gemma":0.001162739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04404262,"about_ca_topic_score_gemma":0.0459949,"domain_scores_codex":[0.9997514,0.00003534372,0.00001967375,0.00004392858,0.00007304618,0.00007657898],"domain_scores_gemma":[0.999681,0.00004455662,0.0001230275,0.00001421477,0.00006407641,0.00007311456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002319152,0.00006398085,0.9926708,0.0000364194,0.00001255159,0.0005174571,0.0008344931,0.00002203192,0.0002678877,0.00005779284,0.0006057868,0.004887697],"study_design_scores_gemma":[0.00000889119,0.0001252012,0.9932458,0.0000603111,0.00001765517,0.001477384,0.003766482,0.0001106293,0.0001095646,0.00005522469,0.001011777,0.00001117317],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972935,0.0001577636,0.00004769152,0.0001565849,0.000008181491,0.00004093723,0.0007631226,0.000003142439,0.001529025],"genre_scores_gemma":[0.9989343,0.0003354853,0.00008775836,0.0001379727,0.000006965916,0.00001460997,0.0002637263,8.855308e-7,0.0002183188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04404262,"threshold_uncertainty_score":0.08757252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01793883958997359,"score_gpt":0.3192035455524912,"score_spread":0.3012647059625176,"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."}}