{"id":"W2121720236","doi":"10.1056/nejmra1004180","title":"Development of Antiretroviral Drug Resistance","year":2011,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":216,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital","funders":"","keywords":"Human immunodeficiency virus (HIV); Drug resistance; Antiretroviral drug; ANTIRETROVIRAL AGENTS; Drug; HIV drug resistance; Resistance (ecology); Virology; Antiretroviral therapy; Medicine; Computational biology; Biology; Pharmacology; Genetics; Viral load","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":[0.0009498721,0.0003096945,0.0005444018,0.0005944856,0.0004285547,0.001386272,0.0005472432,0.0007575687,0.009499253],"category_scores_gemma":[0.001875726,0.0001968598,0.0004977958,0.0003806104,0.0004153697,0.0005139486,0.0009061093,0.001507372,0.002578981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005547099,"about_ca_system_score_gemma":0.000455728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003110775,"about_ca_topic_score_gemma":0.0002725309,"domain_scores_codex":[0.998978,0.0002624397,0.00007086003,0.0001216683,0.0004079533,0.0001590642],"domain_scores_gemma":[0.9992854,0.0001578701,0.0001495057,0.00009651758,0.0001862797,0.0001244765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002594293,0.0007388747,0.03870879,0.0009505117,0.000186247,0.00465556,0.0006602167,0.0005562276,0.1339315,0.03273191,0.02719149,0.7594293],"study_design_scores_gemma":[0.000170321,0.003172895,0.05605258,0.0006220452,0.0002219231,0.03179212,0.0005016606,0.00260936,0.09489106,0.008542272,0.8013531,0.00007064526],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4970768,0.1068212,0.03081207,0.0132144,0.002566603,0.00157577,0.003973975,0.001417231,0.3425419],"genre_scores_gemma":[0.9001397,0.03002168,0.009834867,0.005452523,0.0003743692,0.0003328178,0.001854582,0.00008104582,0.05190839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009499253,"threshold_uncertainty_score":0.03177816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03104493270825844,"score_gpt":0.2620090213942288,"score_spread":0.2309640886859703,"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."}}