{"id":"W2519315366","doi":"10.1016/j.ijmedinf.2016.09.006","title":"Assessing the quality of routine data for the prevention of mother-to-child transmission of HIV: An analytical observational study in two health districts with high HIV prevalence in South Africa","year":2016,"lang":"en","type":"article","venue":"International Journal of Medical Informatics","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"African Population and Health Research Center; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; International Development Research Centre","keywords":"Medicine; Observational study; Psychological intervention; Environmental health; Descriptive statistics; Public health; Context (archaeology); Data quality; Health facility; Population; Nursing; Geography; Statistics; Health services; Operations management","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007038949,0.0003691472,0.0006086088,0.001556578,0.001353173,0.001238108,0.0009957962,0.0006017745,0.0005724909],"category_scores_gemma":[0.01957533,0.0006766546,0.0004769865,0.002278863,0.001566327,0.0008409354,0.001541476,0.0008349263,0.0001411539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002059753,"about_ca_system_score_gemma":0.002264842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03478349,"about_ca_topic_score_gemma":0.04351458,"domain_scores_codex":[0.9925892,0.004664164,0.000481621,0.0005644887,0.0009307493,0.0007697562],"domain_scores_gemma":[0.9824657,0.006907164,0.006778043,0.0009663132,0.002034669,0.0008480645],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002330713,0.0009775121,0.9785696,0.0001261936,0.00008653884,0.0003545363,0.01547104,0.0002549582,0.0006808196,0.00007485713,0.0001658383,0.003004924],"study_design_scores_gemma":[0.00003290149,0.001108945,0.9818265,0.00003737676,0.00003518844,0.0001937154,0.01529921,0.000707062,0.0003223186,0.00002989738,0.0003854052,0.00002132369],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996526,0.00001750887,0.0001112971,0.00001469976,7.202032e-7,0.00006179006,0.00007212837,9.793362e-7,0.00006827011],"genre_scores_gemma":[0.9990749,0.00003283855,0.0005808641,0.00002005281,0.000003065354,0.0001094886,0.000122977,0.000001347862,0.00005430062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.992961,"threshold_uncertainty_score":0.06916201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2371784623434963,"score_gpt":0.5152436926480352,"score_spread":0.2780652303045388,"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."}}