{"id":"W4236957006","doi":"10.3410/f.1161033.621495","title":"Faculty Opinions recommendation of The public health approach to identify antiretroviral therapy failure: high-level nucleoside reverse transcriptase inhibitor resistance among Malawians failing first-line antiretroviral therapy.","year":2009,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Jewish General Hospital","funders":"","keywords":"Nucleoside Reverse Transcriptase Inhibitor; Antiretroviral therapy; Reverse transcriptase; Reverse-transcriptase inhibitor; Human immunodeficiency virus (HIV); Virology; First line therapy; Medicine; Biology; Internal medicine; Viral load; RNA; Genetics; Gene","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":[0.001836483,0.001077554,0.001089185,0.003830793,0.0005947964,0.001989138,0.002390421,0.001414377,0.09551601],"category_scores_gemma":[0.01902919,0.0006759739,0.001231752,0.006350676,0.0002335944,0.001147082,0.001546781,0.001661944,0.0428522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0017528,"about_ca_system_score_gemma":0.005267292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08700881,"about_ca_topic_score_gemma":0.1318221,"domain_scores_codex":[0.9989356,0.0001887719,0.0001981876,0.000246047,0.0002857347,0.0001457234],"domain_scores_gemma":[0.9931247,0.001451381,0.00122864,0.001075152,0.002298953,0.000821224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006394144,0.00001850072,0.004066358,0.0004374206,0.00005535698,0.000009130353,0.00001114192,0.00009757069,0.00002992303,0.0001521115,0.9924891,0.002569502],"study_design_scores_gemma":[0.001291758,0.00002912648,0.06666533,0.001124253,0.000216586,0.00007906653,0.0001231803,0.00135092,0.0005705607,0.0008084685,0.9276916,0.00004913709],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001199283,0.0000199208,0.00002785572,0.0001252012,0.00001406673,0.00002326243,0.9991781,0.00006165616,0.000430019],"genre_scores_gemma":[0.001192837,0.00006843195,0.0003479098,0.0001139297,0.000019171,0.0001525855,0.9967651,0.00003743287,0.001302522],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.09551601,"threshold_uncertainty_score":0.3195329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07049379252274247,"score_gpt":0.3818054002853332,"score_spread":0.3113116077625908,"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."}}