{"id":"W2564652222","doi":"10.1093/jac/dkw455","title":"Genotypic susceptibility score (GSS) and CD4+ T cell recovery in HIV-1 patients with suppressed viral load","year":2016,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"AIDS Vancouver","funders":"University of British Columbia","keywords":"Viral load; Regimen; Human immunodeficiency virus (HIV); Antiretroviral therapy; Internal medicine; Genotype; Immunology; Medicine; Biology; Virology; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009143901,0.0003254762,0.0003265011,0.0005295645,0.000242518,0.0004537755,0.0002654215,0.0004457,0.001591709],"category_scores_gemma":[0.003023606,0.0001666647,0.0004555362,0.0005236536,0.0002595217,0.0003622373,0.000321872,0.0007384138,0.000165239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002089992,"about_ca_system_score_gemma":0.0002459407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001783717,"about_ca_topic_score_gemma":0.002146059,"domain_scores_codex":[0.9996266,0.0001304877,0.00003150676,0.00006584734,0.00007132122,0.0000741301],"domain_scores_gemma":[0.9979189,0.00083592,0.0006619518,0.00008954862,0.00009301483,0.0004007485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001066291,0.00003217864,0.9970425,0.000005710457,0.00006234032,0.00004232998,0.00002576546,0.0001335322,0.0001391541,0.000007506941,0.0000511488,0.001391509],"study_design_scores_gemma":[0.00003928841,0.000464255,0.9981734,0.000003952541,0.00004592654,0.0001517836,0.00006363852,0.0008747485,0.00008829604,0.00002554686,0.00006540638,0.000003716314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997564,0.00007378274,0.00002435246,0.0000111813,0.000002044115,0.000001940676,0.00005285536,0.000001583232,0.00007593814],"genre_scores_gemma":[0.9998301,0.00001323335,0.00001953166,0.000004580269,0.000002396293,0.000001549141,0.00008962913,4.911576e-7,0.00003842228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001783717,"threshold_uncertainty_score":0.005324781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005836929433738956,"score_gpt":0.2076677110472828,"score_spread":0.2018307816135438,"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."}}