{"id":"W6986516855","doi":"","title":"Prediction of clinical outcomes of human immunodeficiency virus infection in the era of highly active anti-retroviral therapy : use of repeated measures of HIV viral load and CD4 cell count","year":2001,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Fetal and Pediatric Neurological Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Viral load; Human immunodeficiency virus (HIV); Antiretroviral therapy; Viral disease; Virus; Lentivirus; Cd4 t cell","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001440937,0.0003401998,0.0003400902,0.0003739277,0.0001473783,0.0004279893,0.0003285805,0.0003826106,0.001048533],"category_scores_gemma":[0.009966406,0.000125529,0.0002016376,0.0002819512,0.0002084881,0.0003213495,0.0003009085,0.0007000194,0.0002476497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001972503,"about_ca_system_score_gemma":0.0005026648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002380203,"about_ca_topic_score_gemma":0.002850003,"domain_scores_codex":[0.9995579,0.0002140419,0.00002994441,0.00004403117,0.00009510625,0.00005900636],"domain_scores_gemma":[0.9953579,0.00223878,0.001135596,0.0002399182,0.000443032,0.0005847574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003930474,0.0001065907,0.9816812,0.00001231701,0.00005835502,0.00003616538,0.00004675075,0.0001555911,0.000164247,0.00001359958,0.0002579756,0.01707423],"study_design_scores_gemma":[0.00003685335,0.0006993932,0.9974046,0.00002010056,0.00005599827,0.0001227092,0.00007015248,0.001003941,0.0002146901,0.00005522776,0.0003074796,0.000008750601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967281,0.0007838085,0.0003870667,0.0002511161,0.00003596837,0.00002375755,0.000295565,0.00001289685,0.001481735],"genre_scores_gemma":[0.9982612,0.0004605104,0.0004084737,0.00004073456,0.000080284,0.000015967,0.0002779272,0.000003233607,0.0004517123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002380203,"threshold_uncertainty_score":0.007620513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05814287735907769,"score_gpt":0.2989681177142717,"score_spread":0.240825240355194,"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."}}