{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007909061,0.0003264299,0.0005412457,0.002432384,0.00300598,0.00191637,0.001819507,0.0006123275,0.002836856],"category_scores_gemma":[0.003125615,0.0004565931,0.0005726003,0.006788694,0.0007133656,0.0006181717,0.001254122,0.001053062,0.0003269123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03107003,"about_ca_system_score_gemma":0.03561348,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9967349,"about_ca_topic_score_gemma":0.9980313,"domain_scores_codex":[0.9982039,0.000115993,0.0001665544,0.0003252807,0.0005800631,0.0006081607],"domain_scores_gemma":[0.9968423,0.0001343389,0.0006967716,0.00009437983,0.001595917,0.0006363368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004704612,0.00002806874,0.9882064,0.00005876678,0.00006066197,0.0001131157,0.0008230094,0.0001583613,0.0001182181,0.0001342179,0.002649772,0.007602304],"study_design_scores_gemma":[0.000006122287,0.00001127303,0.9961314,0.00008449655,0.00002403487,0.0001093387,0.001595859,0.0004152376,0.00004474902,0.00003644421,0.001526543,0.00001449308],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723208,0.002908162,0.0002615899,0.002033639,0.00003730285,0.0001012721,0.01693206,0.0000387264,0.005366409],"genre_scores_gemma":[0.992324,0.001440074,0.0003914844,0.000462438,0.00001020556,0.00003442106,0.003933701,0.00001148778,0.001392192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03107003,"threshold_uncertainty_score":0.2254299,"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."}}