{"id":"W2132769220","doi":"10.1097/qad.0b013e32830fe940","title":"Bayesian network analyses of resistance pathways against efavirenz and nevirapine","year":2008,"lang":"en","type":"article","venue":"AIDS","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"AIDS Vancouver","funders":"National Institute of Allergy and Infectious Diseases","keywords":"Efavirenz; Nevirapine; Lamivudine; Emtricitabine; Reverse-transcriptase inhibitor; Virology; Resistance mutation; Biology; Drug resistance; Nucleoside Reverse Transcriptase Inhibitor; Reverse transcriptase; Genetics; Gene; Virus; Viral load; Antiretroviral therapy; Polymerase chain reaction","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":[0.00009362521,0.0001334844,0.0003388953,0.00007646572,0.00009097702,0.000003567633,0.00004080569,0.00004812115,0.00003970335],"category_scores_gemma":[0.00002661039,0.0001035307,0.00006769555,0.0003122694,0.0001020163,0.00004687418,0.00002530214,0.00006507722,0.00001130437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002413443,"about_ca_system_score_gemma":0.00006628974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006948914,"about_ca_topic_score_gemma":0.000007914515,"domain_scores_codex":[0.999165,0.00002757587,0.0002458932,0.0001914123,0.0001800983,0.0001900095],"domain_scores_gemma":[0.9995182,0.00004506886,0.00006851925,0.0002173732,0.00004594649,0.0001048978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000328834,0.0004216395,0.9261265,0.0002087254,0.0009463679,0.0008146534,0.001774274,0.00002984374,0.009117468,0.001048077,0.03562318,0.02356038],"study_design_scores_gemma":[0.01342854,0.001231944,0.7725087,0.001758965,0.001326054,0.0001632512,0.0005913465,0.0005180491,0.0738785,0.001285667,0.132096,0.001213027],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754725,0.006840435,0.0004765472,0.0005723003,0.00005657801,0.0002140046,0.000006971743,0.00005617791,0.01630447],"genre_scores_gemma":[0.9792782,0.001376532,0.009981673,0.0001908023,0.00009246558,0.000009553914,0.00003930636,0.0000144083,0.009017027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1536179,"threshold_uncertainty_score":0.4221861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04094619701623359,"score_gpt":0.2826154154522667,"score_spread":0.2416692184360331,"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."}}