{"id":"W1748948753","doi":"10.4102/sajhivmed.v11i1.243","title":"Held to Ransom: CMV Treatment in South Africa","year":2010,"lang":"en","type":"article","venue":"Southern African Journal of HIV Medicine","topic":"Cytomegalovirus and herpesvirus research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Medicine; Ransom; Antiretroviral treatment; Antiretroviral therapy; Cytomegalovirus; Human immunodeficiency virus (HIV); Virology; Intensive care medicine; Pediatrics; Viral disease; Viral load; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001074112,0.0002650315,0.0009145808,0.000960499,0.00006264904,0.00001541456,0.0002710643,0.0001153023,0.002307576],"category_scores_gemma":[0.0004945356,0.0001618215,0.0001992753,0.0007535457,0.0002694677,0.00005046804,0.00003482658,0.000858713,0.0003742795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001766936,"about_ca_system_score_gemma":0.0004065756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001329203,"about_ca_topic_score_gemma":0.0002315069,"domain_scores_codex":[0.9974281,0.00008332654,0.0008053417,0.0002547112,0.0008786243,0.0005499041],"domain_scores_gemma":[0.9980182,0.0001572649,0.0002365487,0.0004103666,0.000285196,0.000892411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01193532,0.002096254,0.1298838,0.000155406,0.0007329115,0.005233368,0.5315279,0.00003301147,0.2352691,0.0002889568,0.01047574,0.07236831],"study_design_scores_gemma":[0.03469628,0.01485147,0.01866566,0.001224406,0.000604845,0.001173933,0.1177086,0.0001243868,0.003609525,0.0005530149,0.8060428,0.0007450397],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714029,0.0007319856,0.000169613,0.01391713,0.0003238554,0.0005160443,0.00003927135,0.00002195556,0.01287725],"genre_scores_gemma":[0.9911793,0.00003183935,0.0006625188,0.000336979,0.001294207,0.00001213059,0.000002877631,0.00004795938,0.006432138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.795567,"threshold_uncertainty_score":0.9986045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03357662281405135,"score_gpt":0.3112613984814371,"score_spread":0.2776847756673858,"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."}}