{"id":"W2067122390","doi":"10.1097/qai.0b013e318186eb18","title":"CD4+ T-Cell Count Monitoring Does Not Accurately Identify HIV-Infected Adults With Virologic Failure Receiving Antiretroviral Therapy","year":2008,"lang":"en","type":"article","venue":"JAIDS Journal of Acquired Immune Deficiency Syndromes","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; AIDS Vancouver","funders":"","keywords":"Medicine; Antiretroviral therapy; Liter; Viral load; Confidence interval; Internal medicine; Immunology; Sida; Human immunodeficiency virus (HIV); Viral disease","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007426615,0.0004712482,0.0008810873,0.0006193624,0.0007433249,0.00008874135,0.0007526643,0.0003032885,0.0002399546],"category_scores_gemma":[0.0002197638,0.0002770734,0.0003407756,0.0007018546,0.0005502489,0.0007200199,0.0001128441,0.000480831,0.0005936812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001608395,"about_ca_system_score_gemma":0.0002978107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000990029,"about_ca_topic_score_gemma":0.000003831043,"domain_scores_codex":[0.9967816,0.0004457477,0.0009892079,0.0004376163,0.0003634084,0.0009824418],"domain_scores_gemma":[0.9977373,0.0004071089,0.0008012301,0.0004817274,0.0004820271,0.00009062442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002284828,0.000903312,0.2548163,0.00005252418,0.0005401542,0.001460254,0.00179432,0.00003826085,0.7347083,0.000005496789,0.0003605606,0.003035676],"study_design_scores_gemma":[0.009366136,0.007808676,0.6797112,0.0003549333,0.00009744042,0.005875659,0.002009196,0.000003641985,0.2937737,0.00001414985,0.0004678496,0.0005173598],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872012,0.010949,0.00007733714,0.0002070331,0.000961898,0.0003506015,0.00005673028,0.0001085702,0.00008764638],"genre_scores_gemma":[0.99317,0.005227833,0.000309722,0.00001288408,0.00005710869,0.00001924842,0.00004336279,0.00005262674,0.001107188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4409346,"threshold_uncertainty_score":0.9999682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02465679081998883,"score_gpt":0.2693504486136418,"score_spread":0.244693657793653,"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."}}