{"id":"W2598828884","doi":"10.1155/2017/1613657","title":"Metabolic Syndrome in People Living with Human Immunodeficiency Virus: An Assessment of the Prevalence and the Agreement between Diagnostic Criteria","year":2017,"lang":"en","type":"article","venue":"International Journal of Endocrinology","topic":"HIV-related health complications and treatments","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes","funders":"University of Cape Town; Grand Challenges Canada; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Medicine; Algorithm; Human immunodeficiency virus (HIV); Internal medicine; Machine learning; Mathematics; Family medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004269394,0.0003650281,0.0004212107,0.001804939,0.0004799363,0.0007411407,0.0004783951,0.0007048058,0.000944813],"category_scores_gemma":[0.00922075,0.0004425816,0.0004320572,0.001163565,0.0004830396,0.000818585,0.0009336335,0.0005654837,0.00014787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002775273,"about_ca_system_score_gemma":0.0002375682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002825597,"about_ca_topic_score_gemma":0.004380886,"domain_scores_codex":[0.9978945,0.0009681507,0.0003625057,0.0002422517,0.0004119163,0.0001207913],"domain_scores_gemma":[0.996276,0.001093306,0.001828404,0.0001596575,0.0004434149,0.0001991512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004668007,0.00001544771,0.999036,0.0000127629,0.00004361859,0.00002645233,0.0001539054,0.00001655944,0.00005486578,0.000009534643,0.00003368527,0.0005506051],"study_design_scores_gemma":[0.00001069528,0.00009610294,0.9986143,0.00002479951,0.00002688026,0.0002556666,0.0004319499,0.0003375849,0.00005110242,0.00002697141,0.0001179307,0.000006023033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988985,0.0003360886,0.0001627511,0.00005138878,0.000008453517,0.00002908346,0.0002500397,0.000002088467,0.0002614595],"genre_scores_gemma":[0.9992272,0.000113897,0.0003149544,0.00002334899,0.00001062722,0.00003437749,0.0002064793,0.000001018029,0.00006821502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004269394,"threshold_uncertainty_score":0.02257895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02676276612619826,"score_gpt":0.3934458603660536,"score_spread":0.3666830942398553,"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."}}