{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012971,0.0002351413,0.0007601326,0.0008071622,0.00009813565,0.00001679399,0.0002462321,0.0001256,0.00005565845],"category_scores_gemma":[0.0003667169,0.0001684597,0.0002309679,0.0007162652,0.0001692178,0.0003544614,0.00008115714,0.0001628739,0.00002105703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002653551,"about_ca_system_score_gemma":0.0004026767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003756017,"about_ca_topic_score_gemma":0.000001533794,"domain_scores_codex":[0.9971429,0.0001251282,0.001415823,0.0001920234,0.0007191157,0.0004049801],"domain_scores_gemma":[0.9984787,0.0002181626,0.0007006922,0.0002747856,0.0002791231,0.00004857754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002198016,0.001055253,0.8409849,0.0001920373,0.0001165568,0.0005741036,0.00117594,0.0001864124,0.1494965,0.00002802235,0.0002423342,0.003749964],"study_design_scores_gemma":[0.003960019,0.001796827,0.9412446,0.001455263,0.0001323144,0.001664512,0.0007841395,0.0004437516,0.04811304,0.00006282126,0.0001553482,0.0001873592],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917157,0.006558831,0.000008395798,0.0003463,0.0003295332,0.0002084504,0.000003972146,0.00003267567,0.0007960887],"genre_scores_gemma":[0.9945766,0.0005541064,0.001335152,0.000006410201,0.00003152502,0.000006016765,0.000006199335,0.00002366234,0.003460327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1013834,"threshold_uncertainty_score":0.6869585,"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."}}