{"id":"W1981183498","doi":"10.1155/2012/814564","title":"Short-Term Rationing of Combination Antiretroviral Therapy: Impact on Morbidity, Mortality, and Loss to Follow-Up in a Large HIV Treatment Program in Western Kenya","year":2012,"lang":"en","type":"article","venue":"AIDS Research and Treatment","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"U.S. President’s Emergency Plan for AIDS Relief; Rockefeller Foundation; United States Agency for International Development","keywords":"Algorithm; Medicine; Human immunodeficiency virus (HIV); Cart; Machine learning; Mathematics; Computer science; Family medicine; History; Archaeology","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":[0.001805863,0.000420733,0.0003135334,0.0004495748,0.001182786,0.0006873875,0.0006272254,0.0004986036,0.000682192],"category_scores_gemma":[0.004482368,0.0004669289,0.0003146425,0.0007516161,0.0009660398,0.000770863,0.001072638,0.0005558764,0.00007169921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002125924,"about_ca_system_score_gemma":0.002117937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06179644,"about_ca_topic_score_gemma":0.09488807,"domain_scores_codex":[0.998483,0.0008929015,0.00007054839,0.0001461664,0.0001394065,0.0002679261],"domain_scores_gemma":[0.9977748,0.000346153,0.001085804,0.00007477976,0.00009306422,0.000625434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009213857,0.0006814513,0.9898121,0.00005030446,0.0001011969,0.0003257851,0.0004823277,0.0001792178,0.0005446033,0.00003608725,0.0002730197,0.006592443],"study_design_scores_gemma":[0.0001151139,0.001306225,0.9964235,0.00003619215,0.00006445256,0.0002498039,0.0006930682,0.0008095832,0.0001162097,0.00002428566,0.0001497563,0.00001165805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995953,0.0001354853,0.0000350527,0.00007769375,0.000002409301,0.00003067687,0.00005331886,0.000001853941,0.00006815372],"genre_scores_gemma":[0.9996002,0.00009721729,0.0001286449,0.00004001133,0.000004120046,0.00002172008,0.00006253941,9.442431e-7,0.00004457299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06179644,"threshold_uncertainty_score":0.1228735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1292336450962992,"score_gpt":0.4711552225282555,"score_spread":0.3419215774319563,"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."}}