{"id":"W1969152525","doi":"10.1016/j.drup.2004.06.001","title":"The emergence of HIV resistance and new antiretrovirals: are we winning?","year":2004,"lang":"en","type":"review","venue":"Drug Resistance Updates","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Jewish General Hospital; McGill University","funders":"","keywords":"Human immunodeficiency virus (HIV); Resistance (ecology); Perspective (graphical); Antiretroviral therapy; Virology; Medicine; Biology; Viral load; Computer science; Artificial intelligence; Ecology","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":[0.002476108,0.001307745,0.003124684,0.001540535,0.0006778167,0.002888411,0.001483974,0.005003935,0.006108579],"category_scores_gemma":[0.003537948,0.0004162694,0.0006046019,0.002164246,0.001448206,0.005571899,0.0009012067,0.005550112,0.003796147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00140461,"about_ca_system_score_gemma":0.00285971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0024532,"about_ca_topic_score_gemma":0.006621283,"domain_scores_codex":[0.9992989,0.0001911216,0.00007462998,0.00007437426,0.0002841193,0.00007686451],"domain_scores_gemma":[0.9977863,0.001079243,0.0001768639,0.00005352063,0.0006356702,0.000268419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001455373,0.00006530606,0.000265789,0.004452411,0.00005554295,0.0002691819,0.00007545691,0.0001489807,0.000419253,0.003420535,0.2352392,0.7554427],"study_design_scores_gemma":[0.00003020874,0.00006138071,0.0004539549,0.001624107,0.00005348576,0.0008860399,0.0001128847,0.00004433678,0.00005855391,0.001750028,0.9949127,0.00001222384],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000514138,0.9920466,0.00009737346,0.004447789,0.002509014,0.000002452879,0.000007721538,0.00001066208,0.0008269927],"genre_scores_gemma":[0.0004719477,0.9910964,0.0002732618,0.003343,0.003472681,0.000005738002,0.00001939701,0.000002527854,0.001315089],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006108579,"threshold_uncertainty_score":0.02043521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03205993354073074,"score_gpt":0.3110628451451023,"score_spread":0.2790029116043716,"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."}}