{"id":"W1232257871","doi":"10.1097/qai.0000000000000690","title":"Implementation and Operational Research","year":2015,"lang":"en","type":"article","venue":"JAIDS Journal of Acquired Immune Deficiency Syndromes","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University Health Network; Ottawa Hospital; Health Sciences Centre; University of Ottawa; Ontario HIV Treatment Network; Bruyère; Ministry of Health and Long Term Care; Women's College Hospital; Sunnybrook Health Science Centre; St. Michael's Hospital; University of Toronto; Hotel Dieu Hospital; Public Health Ontario","funders":"Canadian Institutes of Health Research; Ontario HIV Treatment Network","keywords":"Viral load; Cohort; Medicine; Cohort study; Antiretroviral therapy; Health care; Demography; Generalized estimating equation; Human immunodeficiency virus (HIV); Internal medicine; Family medicine; Gerontology; Statistics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.04237812,0.001041281,0.000961949,0.003794216,0.002543107,0.009050623,0.003232972,0.001726483,0.05039307],"category_scores_gemma":[0.09429492,0.000642616,0.001210661,0.008441882,0.005984853,0.008173741,0.005265648,0.002493413,0.01225104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01005379,"about_ca_system_score_gemma":0.02886703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01362947,"about_ca_topic_score_gemma":0.006000447,"domain_scores_codex":[0.9510164,0.03090337,0.003026602,0.004828132,0.007489533,0.002735969],"domain_scores_gemma":[0.9245805,0.03402381,0.005107162,0.01235516,0.02093644,0.002996885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002061728,0.0004354202,0.01727217,0.002397856,0.0001309671,0.0001864964,0.003516568,0.003597922,0.0004504517,0.5639501,0.07277697,0.3350788],"study_design_scores_gemma":[0.0001589208,0.0005375784,0.01413409,0.00462918,0.0001156742,0.0003578375,0.01285903,0.008572361,0.0009562192,0.2668876,0.6907027,0.0000888594],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0318294,0.008421207,0.1920054,0.03556408,0.002374711,0.006030413,0.006186434,0.00115089,0.7164375],"genre_scores_gemma":[0.7088269,0.01067918,0.1686429,0.008649516,0.002002257,0.009536215,0.008179978,0.000776713,0.08270627],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05039307,"threshold_uncertainty_score":0.2241197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1043778914575766,"score_gpt":0.4353109230300084,"score_spread":0.3309330315724318,"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."}}