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Clinical hypoxemia score for outpatient child pneumonia care lacking pulse oximetry in Africa and South Asia
BACKGROUND: Pulse oximeters are not routinely available in outpatient clinics in low- and middle-income countries. We derived clinical scores to identify hypoxemic child pneumonia. METHODS: This was a retrospective pooled analysis of two outpatient datasets of 3–35 month olds with World Health Organ...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10582699/ https://www.ncbi.nlm.nih.gov/pubmed/37859772 http://dx.doi.org/10.3389/fped.2023.1233532 |
Sumario: | BACKGROUND: Pulse oximeters are not routinely available in outpatient clinics in low- and middle-income countries. We derived clinical scores to identify hypoxemic child pneumonia. METHODS: This was a retrospective pooled analysis of two outpatient datasets of 3–35 month olds with World Health Organization (WHO)-defined pneumonia in Bangladesh and Malawi. We constructed, internally validated, and compared fit & discrimination of four models predicting SpO(2 )< 93% and <90%: (1) Integrated Management of Childhood Illness guidelines, (2) WHO-composite guidelines, (3) Independent variable least absolute shrinkage and selection operator (LASSO); (4) Composite variable LASSO. RESULTS: 12,712 observations were included. The independent and composite LASSO models discriminated moderately (both C-statistic 0.77) between children with a SpO(2 )< 93% and ≥94%; model predictive capacities remained moderate after adjusting for potential overfitting (C-statistic 0.74 and 0.75). The IMCI and WHO-composite models had poorer discrimination (C-statistic 0.56 and 0.68) and identified 20.6% and 56.8% of SpO(2 )< 93% cases. The highest score stratum of the independent and composite LASSO models identified 46.7% and 49.0% of SpO(2 )< 93% cases. Both LASSO models had similar performance for a SpO(2 )< 90%. CONCLUSIONS: In the absence of pulse oximeters, both LASSO models better identified outpatient hypoxemic pneumonia cases than the WHO guidelines. Score external validation and implementation are needed. |
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