{"id":"W4318931954","doi":"10.1097/qad.0000000000003484","title":"HIV acquisition prior to entry into formal sex work: inference from next-generation viral sequencing","year":2023,"lang":"en","type":"article","venue":"AIDS","topic":"Sex work and related issues","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital; Public Health Agency of Canada; University of Manitoba","funders":"Canadian Institutes of Health Research","keywords":"Sex work; Confidence interval; Demography; Medicine; Human immunodeficiency virus (HIV); Viral load; Interquartile range; Dried blood spot; Genotyping; Immunology; Biology; Internal medicine; Genetics; Genotype","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003853784,0.00008603396,0.0001016516,0.00009461933,0.0006039384,0.0001867747,0.0001597683,0.0001512714,0.0003584454],"category_scores_gemma":[0.0001125669,0.00008157429,0.00003869617,0.0006761384,0.00005058908,0.0005121107,0.00007185183,0.0001157974,0.0009864963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001527118,"about_ca_system_score_gemma":0.00009996696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001763178,"about_ca_topic_score_gemma":0.00007932419,"domain_scores_codex":[0.9989254,0.0001070214,0.0001588697,0.0002022994,0.000282968,0.0003234325],"domain_scores_gemma":[0.9995977,0.00008885824,0.00003771055,0.0001201969,0.00004652452,0.0001090114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000469263,0.0000360951,0.05299732,0.000009092361,0.0000732394,0.00003034618,0.5921438,0.002119555,0.04207063,0.004641223,0.01464123,0.2911905],"study_design_scores_gemma":[0.003213852,0.001035835,0.08070936,0.001163911,0.000330537,0.000002157899,0.491464,0.02061375,0.1079594,0.05221742,0.2376618,0.003627885],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928576,0.0001207634,0.001106644,0.001018914,0.0005915147,0.00014791,0.00000130866,0.00023565,0.003919649],"genre_scores_gemma":[0.9933718,0.0001111828,0.001389216,0.0003689233,0.0009833312,0.00002376089,0.00007652651,0.000008997493,0.003666212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2875626,"threshold_uncertainty_score":0.9997913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04533368916988682,"score_gpt":0.3153203444978071,"score_spread":0.2699866553279203,"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."}}