{"id":"W4220788994","doi":"10.1097/qad.0000000000003226","title":"Evolving patterns of antiretroviral drug interactions in people with HIV in British Columbia, Canada","year":2022,"lang":"en","type":"article","venue":"AIDS","topic":"HIV-related health complications and treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; AIDS Vancouver; St. Paul's Hospital","funders":"","keywords":"Human immunodeficiency virus (HIV); Antiretroviral drug; Drug; Sida; Virology; Medicine; Antiretroviral therapy; Viral disease; Viral load; Pharmacology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000560449,0.00003733975,0.0001574444,0.00006864049,0.00008123061,0.00000840311,0.00004452394,0.000006464209,0.0005997406],"category_scores_gemma":[0.00001209115,0.00005609975,0.00001452065,0.0003570349,0.000007018751,0.00004268431,0.00003065588,0.0002084216,0.000001367405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005125011,"about_ca_system_score_gemma":0.0004743875,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9925259,"about_ca_topic_score_gemma":0.9981718,"domain_scores_codex":[0.9993547,0.0000357692,0.000197833,0.0001289066,0.0001436493,0.0001391442],"domain_scores_gemma":[0.9996922,0.00004104581,0.00005044276,0.0001398498,0.00003081653,0.00004563808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007497514,0.0001937343,0.996222,0.00002862823,0.00001270615,0.00009075492,0.0003433333,0.0000246499,0.000007308834,0.000003410598,0.001399097,0.001666848],"study_design_scores_gemma":[0.001077392,0.0001495229,0.9961895,0.0001579792,0.00001411198,0.0000714475,0.001243858,0.0003003429,0.000002486815,0.000004219703,0.0007447261,0.00004439109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985032,0.00007842121,0.000007483715,0.0002985426,0.00005339919,0.0002194226,0.00008955357,0.000007809735,0.0007421355],"genre_scores_gemma":[0.9966037,0.000007125555,0.0001120657,0.0001187831,0.000006862901,0.00009057674,0.00009479796,0.000009714693,0.002956349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005645907,"threshold_uncertainty_score":0.6566739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00672649627954744,"score_gpt":0.246337371692352,"score_spread":0.2396108754128046,"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."}}