{"id":"W4360599920","doi":"10.1080/20477724.2023.2191234","title":"Risk factors of HIV and variation in access to clean needles among people who inject drugs in Pakistan","year":2023,"lang":"en","type":"article","venue":"Pathogens and Global Health","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; University of Manitoba","funders":"University of Bristol; National Institute for Health and Care Research; National Institute for Health Research Health Protection Research Unit; Wellcome Trust","keywords":"Human immunodeficiency virus (HIV); Medicine; Environmental health; Traditional medicine; Virology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006921869,0.0001445963,0.0004731127,0.0002399027,0.00006081027,0.00002324551,0.00006638198,0.00007941903,0.000005205261],"category_scores_gemma":[0.0001317678,0.0001299692,0.00002376253,0.001232595,0.00003207134,0.00009735052,0.00009991396,0.0001353657,0.000003524761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001895172,"about_ca_system_score_gemma":0.0001458051,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02304592,"about_ca_topic_score_gemma":0.02548895,"domain_scores_codex":[0.9985276,0.0001429537,0.0004295491,0.000318275,0.0002198537,0.0003617863],"domain_scores_gemma":[0.9992686,0.0001040589,0.0001319272,0.0001751427,0.00003890278,0.0002813849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007700203,0.00005416555,0.9322384,0.0001793391,0.000006285467,0.000006102623,0.04607535,0.00005592732,0.00003132347,0.00008063127,0.0001848963,0.02101059],"study_design_scores_gemma":[0.0007489154,0.0002544982,0.9581574,0.0001488591,0.00001031247,0.000001996632,0.0392396,0.001098841,0.0000102269,0.0002082441,0.00002597971,0.000095146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979073,0.0001332961,0.00004662817,0.0004595442,0.00005927284,0.0005680698,0.000523817,0.00003754804,0.0002644798],"genre_scores_gemma":[0.9988633,0.0007789902,0.0001008594,0.000140764,0.0000286849,0.000009297248,0.00004430819,0.00001334681,0.00002044089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02591899,"threshold_uncertainty_score":0.9922934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02768642414858408,"score_gpt":0.3797170008139935,"score_spread":0.3520305766654094,"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."}}