{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006173896,0.0000820971,0.0003441902,0.0002348307,0.000027808,0.00001808007,0.0008992981,0.00003384699,0.00008969324],"category_scores_gemma":[0.002483418,0.00003621391,0.00008871919,0.0002599487,0.0001516143,0.0005019463,0.0001003871,0.0002718231,3.313958e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000898689,"about_ca_system_score_gemma":0.0006024729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006352085,"about_ca_topic_score_gemma":0.00007227244,"domain_scores_codex":[0.9953525,0.000253459,0.001902445,0.00007621151,0.002273318,0.0001420409],"domain_scores_gemma":[0.9971195,0.0008978928,0.0009235911,0.0002746835,0.0006270199,0.0001572953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006611572,0.01214742,0.6182815,0.001944038,0.001476213,0.00001870135,0.0328378,0.00132226,0.000215176,0.007862365,0.00259033,0.3146926],"study_design_scores_gemma":[0.01433363,0.004712649,0.8296794,0.009273981,0.000116957,0.00004371602,0.012429,0.1282998,0.0001405852,0.0004328203,0.0004251286,0.0001123707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6830821,0.00006814302,0.3018715,0.01408498,0.0000325416,0.0005981097,0.00019944,0.000001885271,0.00006121869],"genre_scores_gemma":[0.9965931,0.00005783582,0.00310066,0.00007152072,0.00006377912,0.000008384397,0.00003100334,0.000005283943,0.00006844983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3145802,"threshold_uncertainty_score":0.2973063,"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."}}