{"id":"W2610957986","doi":"10.1097/qai.0000000000001429","title":"A Flow-Based Model of the HIV Care Continuum in the United States","year":2017,"lang":"en","type":"article","venue":"JAIDS Journal of Acquired Immune Deficiency Syndromes","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute on Minority Health and Health Disparities; National Center for Advancing Translational Sciences; National Institute of Allergy and Infectious Diseases; National Cancer Institute; Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute on Drug Abuse; National Eye Institute; National Center for Research Resources; National Institute of Mental Health; National Institute on Alcohol Abuse and Alcoholism","keywords":"Medicine; Psychological intervention; Viral load; Antiretroviral therapy; Human immunodeficiency virus (HIV); Cohort; Continuum of care; Cohort study; Lentivirus; Dropout (neural networks); Health care; Immunology; Demography; Internal medicine; Viral disease; Computer science; Psychiatry","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":[0.002145932,0.0008462507,0.001057464,0.001225741,0.00109424,0.002122349,0.002559142,0.002232676,0.01527677],"category_scores_gemma":[0.006534372,0.0006878626,0.0009172611,0.00111772,0.001325537,0.001981841,0.001394186,0.001698736,0.00120113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00452535,"about_ca_system_score_gemma":0.003253744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09691671,"about_ca_topic_score_gemma":0.03672013,"domain_scores_codex":[0.9990751,0.0004067063,0.00002821774,0.0001662867,0.00007221696,0.0002514809],"domain_scores_gemma":[0.9968682,0.001915035,0.000298837,0.00006975925,0.000357568,0.0004906096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003583075,0.0003305856,0.01354456,0.00007307169,0.00007521708,0.0005608923,0.0005054071,0.9046423,0.000237634,0.06634488,0.007284535,0.006042597],"study_design_scores_gemma":[0.0001071731,0.000056168,0.001551563,0.00002127861,0.00001879119,0.00004885968,0.0001675,0.9861141,0.000015666,0.01098293,0.0008989143,0.00001714864],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7202885,0.001794515,0.2063197,0.01309907,0.0005503785,0.0006744952,0.007701644,0.000693976,0.04887766],"genre_scores_gemma":[0.9660532,0.0006245307,0.01064579,0.0006102453,0.0001193434,0.00040075,0.00128293,0.00005046281,0.02021278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09691671,"threshold_uncertainty_score":0.1927052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03354619489791794,"score_gpt":0.3211666368310092,"score_spread":0.2876204419330913,"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."}}