ArticleAcademic pediatrics2022
Validation of Neurologic Impairment Diagnosis Codes as Signifying Documented Functional Impairment in Hospitalized Children.
Article in Academic pediatrics, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed, 14 citations in OpenAlex.
- Article
- Hospital-Acquired Venous Thromboembolism Among Children With Tracheostomy: A North American Virtual Pediatric Systems Registry Study, 2016-2023.Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies · 2026Article
- High-risk medications in pediatric dentistry: Patterns, outcomes, and clinical implications.Journal of the American Dental Association (1939) · 2025Article
- Phenotyping Neurodisability in Hospital Records in England: A National Birth Cohort Using Linked Administrative Data.Paediatric and perinatal epidemiology · 2025Article
- Care Utilization for Acute Respiratory Infections in Children Requiring Invasive Long-Term Mechanical Ventilation.Pediatric pulmonology · 2025Article
- Recurrent Intensive Care Episodes and Mortality Among Children With Severe Neurologic Impairment.JAMA network open · 2024Article
- Severe Respiratory Disease Among Children With and Without Medical Complexity During the COVID-19 Pandemic.JAMA network open · 2023Article
- Clinical characteristics of children with severe neurologic impairment: A scoping review.Journal of hospital medicine · 2023Article
- Impact of the COVID-19 pandemic on hospitalizations of children with neurologic impairment.Journal of hospital medicine · 2023Article
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Authors and funding
11 authors at 7 institutions in 2 countries.
Funding
Abstract
objectiveTo assess the performance of previously published high-intensity neurologic impairment (NI) diagnosis codes in identification of hospitalized children with clinical NI.
methodsRetrospective study of 500 randomly selected discharges in 2019 from a freestanding children's hospital. All charts were reviewed for 1) NI discharge diagnosis codes and 2) documentation of clinical NI (a neurologic diagnosis and indication of functional impairment like medical technology). Test statistics of clinical NI were calculated for discharges with and without an NI diagnosis code. A sensitivity analysis varied the threshold for "substantial functional impairment." Secondary analyses evaluated misclassified discharges and a more stringent definition for NI.
resultsDiagnosis codes identified clinically documented NI with 88.1% (95% confidence interval [CI]: 84.7, 91) specificity, and 79.4% (95% CI: 67.3, 88.5) sensitivity; negative predictive value (NPV) was 96.7% (95% CI: 94.8, 98.0), and positive predictive value (PPV) was 49% (95% CI: 42, 56.1). Including children with milder functional impairment (lower threshold) resulted in NPV of 95.7% and PPV of 77.5%. Restricting to children with more severe functional impairment (higher threshold) resulted in NPV of 98.2% and PPV of 44.1%. Misclassification was primarily due to inclusion of children without functional impairments. A more stringent NI definition including diagnosis codes for NI and feeding tubes had a specificity of 98.4% (95% CI: 96.7-99.3) and sensitivity of 28.6% (19.4-41.3).
conclusionsAll scenarios evaluated demonstrated high NPV and low-to-moderate PPV of the diagnostic code list. To maximize clinical utility, NI diagnosis codes should be used with strategies to mitigate the risk of misclassification.
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