{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002701739,0.00007731767,0.0002639515,0.0001159081,0.0001658135,0.00002807689,0.0004743884,0.00002210727,0.00005995905],"category_scores_gemma":[0.0002418472,0.00004014923,0.00004680378,0.00003721944,0.0002274096,0.000125981,0.0001281689,0.0002236649,9.29443e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006023746,"about_ca_system_score_gemma":0.0001074625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004409722,"about_ca_topic_score_gemma":0.0001276112,"domain_scores_codex":[0.9989619,0.0001242848,0.0004168123,0.0001016108,0.0002659875,0.0001294505],"domain_scores_gemma":[0.9985189,0.0003344776,0.0005674845,0.0003107355,0.0002322485,0.00003613719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003028593,0.0002269602,0.9934354,0.00001979378,0.0001857283,0.00004213939,0.0003776779,0.000007012206,0.000156692,0.004376492,0.000002109715,0.001139646],"study_design_scores_gemma":[0.00222122,0.0003483026,0.9952319,0.0004274724,0.0001579041,0.001031864,0.00005519881,0.00004114531,0.00003915937,0.0003514171,0.00006205669,0.00003231751],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947687,0.0007973342,0.00006588781,0.003436343,0.0001411548,0.0002178118,0.00001083736,0.00000181397,0.0005600703],"genre_scores_gemma":[0.9987335,0.000894245,0.0001955805,0.00005762364,0.00003825409,0.00001630645,0.000001249576,0.000005107259,0.00005817897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004025076,"threshold_uncertainty_score":0.1637238,"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."}}