{"id":"W2898914483","doi":"10.2196/11136","title":"The Continuing Value of CD4 Cell Count Monitoring for Differential HIV Care and Surveillance","year":2018,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bill and Melinda Gates Foundation","keywords":"Human immunodeficiency virus (HIV); Antiretroviral therapy; Medicine; Epidemiology; Epidemiological surveillance; Viral load; Intensive care medicine; Immunology; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06839067,0.0008904002,0.001415694,0.003510379,0.001530062,0.00896568,0.003428882,0.004262347,0.006447485],"category_scores_gemma":[0.135064,0.0006255482,0.0008321096,0.002161084,0.004581197,0.01116305,0.003919131,0.009290471,0.002676173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004560584,"about_ca_system_score_gemma":0.01103731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009841196,"about_ca_topic_score_gemma":0.01385765,"domain_scores_codex":[0.9610395,0.02040973,0.002861647,0.001992576,0.01254925,0.001147437],"domain_scores_gemma":[0.8168647,0.1014537,0.01092906,0.0143217,0.04496607,0.01146482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002421802,0.0001548355,0.04206408,0.001189904,0.0001350183,0.0002097848,0.0007525111,0.001134878,0.00130152,0.02195691,0.1232224,0.807636],"study_design_scores_gemma":[0.0001520648,0.000833092,0.07259019,0.009527171,0.0003600516,0.003060676,0.003157425,0.009270024,0.003071213,0.1296376,0.7679106,0.000429827],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01241622,0.1412555,0.03191694,0.7682073,0.008729402,0.0001575669,0.001064464,0.0008685808,0.03538407],"genre_scores_gemma":[0.422942,0.1989449,0.1684362,0.1522005,0.04921007,0.0003558588,0.001239979,0.000585084,0.006085405],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06839067,"threshold_uncertainty_score":0.3616887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02440677279524546,"score_gpt":0.3460228598959593,"score_spread":0.3216160871007138,"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."}}