{"id":"W4407733860","doi":"10.2139/ssrn.5140921","title":"Diagnostic Accuracy of the&amp;nbsp;WHO Clinical Staging System for Detection of Immunologically Defined Advanced HIV Disease: A Systematic Review and Meta-Analysis","year":2025,"lang":"en","type":"review","venue":"SSRN Electronic Journal","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Meta-analysis; Disease; Human immunodeficiency virus (HIV); Medicine; Psychology; Immunology; Computational biology; Internal medicine; Biology","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":[0.009992732,0.002727246,0.01585919,0.004088728,0.0005489882,0.002975642,0.002118168,0.002673901,0.002751754],"category_scores_gemma":[0.02454669,0.001800588,0.0339526,0.004314452,0.0009762736,0.00192656,0.001533048,0.002151397,0.0002871839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001921393,"about_ca_system_score_gemma":0.00245692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009342187,"about_ca_topic_score_gemma":0.02550913,"domain_scores_codex":[0.9944763,0.00228924,0.001649763,0.0008351467,0.0005645116,0.0001850734],"domain_scores_gemma":[0.9886491,0.008349088,0.00177891,0.0004270586,0.0006541545,0.000141645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002678378,0.00003880077,0.01025544,0.2101673,0.7618706,0.00008198158,0.0001065855,0.0003735244,0.0002510903,0.00008556966,0.0004778413,0.01361296],"study_design_scores_gemma":[0.0005954274,0.0001537651,0.004237895,0.00782313,0.9861958,0.00006130942,0.00004622607,0.0001435421,0.00006693808,0.00008802839,0.000563261,0.00002466427],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007554082,0.9913025,0.0003466406,0.00009976357,0.0001231412,0.0001272132,0.0002736416,0.00001880524,0.0001542137],"genre_scores_gemma":[0.3458827,0.6481768,0.002962081,0.001119468,0.0002867014,0.0004638988,0.000668098,0.00003953536,0.0004006423],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01585919,"threshold_uncertainty_score":0.05284727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06626382663295512,"score_gpt":0.4267482464053735,"score_spread":0.3604844197724184,"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."}}