{"id":"W2438912292","doi":"10.1097/qai.0000000000000863","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":136,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Hazard ratio; Confidence interval; Viral load; Proportional hazards model; Demography; Human immunodeficiency virus (HIV); Internal medicine; Gerontology; Family medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004027322,0.00009705086,0.0002942446,0.0008817317,0.0001766844,0.00009963148,0.0001726326,0.00005246574,0.0002886846],"category_scores_gemma":[0.001136057,0.00007432428,0.0001383065,0.0007079697,0.000231258,0.0004982156,0.00009408164,0.0001837403,0.00009641876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001389708,"about_ca_system_score_gemma":0.0005549297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009130337,"about_ca_topic_score_gemma":0.000005358398,"domain_scores_codex":[0.9974153,0.0002388628,0.0006724193,0.0001403244,0.001175452,0.0003576658],"domain_scores_gemma":[0.9978118,0.0001392792,0.000136623,0.0001779982,0.001436593,0.000297734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001826755,0.002482742,0.1353767,0.000547488,0.0009168264,0.001489318,0.01134043,0.00003337429,0.1864661,0.01581742,0.4102423,0.2334605],"study_design_scores_gemma":[0.02947751,0.1150414,0.5887523,0.002282268,0.0004786593,0.03363602,0.1276198,0.003135977,0.03842545,0.01182553,0.04827772,0.00104743],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879665,0.005302211,0.0005679508,0.002876562,0.0001373768,0.0002351634,0.000008501176,0.00001556501,0.002890214],"genre_scores_gemma":[0.9936759,0.0003531106,0.001215929,0.00002438359,0.000087904,0.000008440009,0.00001370613,0.00001704307,0.004603555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4533755,"threshold_uncertainty_score":0.3160894,"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."}}