{"id":"W2059780880","doi":"10.1097/01.qai.0000243105.80393.42","title":"Performance of Immunologic Responses in Predicting Viral Load Suppression","year":2006,"lang":"en","type":"article","venue":"JAIDS Journal of Acquired Immune Deficiency Syndromes","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; AIDS Vancouver","funders":"","keywords":"Viral load; Logistic regression; Medicine; Predictive value; Internal medicine; Predictive value of tests; Immunology; Antiretroviral therapy; Sida; Positive predicative value; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007344001,0.0009278963,0.0004505846,0.001804796,0.0002591689,0.0009084417,0.0005404624,0.000770512,0.001392775],"category_scores_gemma":[0.02707503,0.000193603,0.0003914364,0.0006888243,0.0007961422,0.0005771116,0.0005613356,0.000760162,0.0006179049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000282857,"about_ca_system_score_gemma":0.0004260982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00178256,"about_ca_topic_score_gemma":0.001487957,"domain_scores_codex":[0.994585,0.003599311,0.0004877953,0.0002991537,0.0007338005,0.0002950336],"domain_scores_gemma":[0.9806082,0.01143169,0.005120343,0.0003459683,0.001612943,0.0008808882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003240058,0.00006055948,0.9942307,0.00002511333,0.00004754166,0.00002936662,0.00003637838,0.0003895065,0.0001282426,0.00001910716,0.0001622595,0.004547116],"study_design_scores_gemma":[0.00005699261,0.001033453,0.9839191,0.0001135694,0.0001465214,0.001104101,0.0001752789,0.01135068,0.001162183,0.000238514,0.0006836274,0.00001604389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932673,0.002253487,0.001000392,0.0002821131,0.00004212903,0.00004712373,0.0002687874,0.00003505012,0.002803666],"genre_scores_gemma":[0.9988869,0.000204984,0.0005311773,0.00004037306,0.00002979764,0.00001346828,0.0001710662,0.000002627385,0.0001196236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007344001,"threshold_uncertainty_score":0.03883928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01249596940770653,"score_gpt":0.2533674217294759,"score_spread":0.2408714523217693,"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."}}