{"id":"W90835625","doi":"10.1177/135965350300800504","title":"Total Lymphocyte Count as a Possible Surrogate of Cd4 Cell Count to Prioritize Eligibility for Antiretroviral Therapy among HIV-Infected Individuals in Resource-Limited Settings","year":2003,"lang":"en","type":"article","venue":"Antiviral Therapy","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Providence Health Care; AIDS Vancouver; University of British Columbia; Engineers Without Borders Canada","funders":"","keywords":"Antiretroviral therapy; Immunology; Medicine; Human immunodeficiency virus (HIV); Viral load; Lymphocyte; Coinfection; Virology; Lentivirus; Viral disease; Internal medicine","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":[0.001128618,0.0004113381,0.0007144632,0.0003168303,0.0002075231,0.00005266859,0.000283105,0.0003252987,0.0001838348],"category_scores_gemma":[0.0001549807,0.0003433503,0.0002490918,0.0005836891,0.000306122,0.0001711772,0.00004797009,0.0002716985,0.0002163354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001880076,"about_ca_system_score_gemma":0.000355718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005630946,"about_ca_topic_score_gemma":0.00004424127,"domain_scores_codex":[0.996882,0.0006758001,0.0006174126,0.000674734,0.0001699108,0.0009801886],"domain_scores_gemma":[0.9985585,0.0004485879,0.0002187283,0.000512259,0.0001888911,0.00007306399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002988685,0.001365361,0.6361054,0.00003663215,0.0003128772,0.00002267762,0.001746251,0.00000527792,0.3459845,0.0001513818,0.001874273,0.009406635],"study_design_scores_gemma":[0.01586272,0.003796162,0.2665637,0.00007290012,0.00001491358,0.00001270699,0.0002938832,0.000003509619,0.6873811,0.0001500791,0.02544421,0.0004039979],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929117,0.002507578,0.00002132043,0.0001343165,0.0001252766,0.00216434,0.0006083772,0.00007830594,0.001448797],"genre_scores_gemma":[0.9969005,0.0007076283,0.0001701374,0.0002742132,0.00001828578,0.0001731848,0.0004190965,0.00004753635,0.001289411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3695417,"threshold_uncertainty_score":0.9999018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01470521019781722,"score_gpt":0.2849259927228821,"score_spread":0.2702207825250649,"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."}}