{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007621833,0.0001559925,0.0005844517,0.0002559197,0.00003870692,0.000001783666,0.0001133271,0.00003884295,0.0004465282],"category_scores_gemma":[0.0001370087,0.00009424653,0.00007017795,0.0001891564,0.00009088376,0.00006768211,0.0000176868,0.0001914099,0.000009958627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006674942,"about_ca_system_score_gemma":0.0004934824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001034029,"about_ca_topic_score_gemma":0.00003931044,"domain_scores_codex":[0.9982767,0.00003543557,0.0008293446,0.0001094145,0.0005660597,0.0001830148],"domain_scores_gemma":[0.9988647,0.00005635869,0.0004332296,0.000143509,0.0002166405,0.0002855971],"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":[0.00941324,0.001115783,0.2286362,0.0005195501,0.001828254,0.002691046,0.130088,3.880229e-7,0.01550713,0.001577832,0.1371754,0.4714471],"study_design_scores_gemma":[0.132694,0.001457379,0.08941635,0.00426602,0.000940272,0.001139015,0.002367131,0.000003691034,0.06746602,0.0009666248,0.6989004,0.0003830944],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714759,0.002234943,0.000724172,0.004682162,0.0004862812,0.0001561615,6.588655e-7,0.00001453036,0.02022518],"genre_scores_gemma":[0.911521,0.0001837962,0.06357523,0.0001142397,0.0007065391,8.166178e-7,0.000004628983,0.00001581508,0.023878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.561725,"threshold_uncertainty_score":0.4889171,"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."}}