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A psychosocial risk index for poor glycemic control in children and adolescents with type 1 diabetes.
- Source :
-
Pediatric diabetes [Pediatr Diabetes] 2014 May; Vol. 15 (3), pp. 190-7. Date of Electronic Publication: 2013 Sep 30. - Publication Year :
- 2014
-
Abstract
- Objective: The aim of this study was to develop and validate a psychosocial screening tool to predict risk for poor glycemic control in children with type 1 diabetes.<br />Methods: Participants seen for psychological screening were 196 children aged 3-18 yr at diabetes diagnosis. A psychosocial risk index was developed to predict poor glycemic control [mean hemoglobin A1c (HbA1c) ≥ 9.5%; 80 mmol/mol] 1-4 yr post diagnosis. Cutoff scores were derived for multiple levels of risk from receiver operating characteristic (ROC) curves and likelihood ratios (LRs). Discrimination and calibration were examined in the sample, and validated in 1000 bootstrap samples. Ability to predict diabetes-related emergency-room (ER) visits and diabetic ketoacidosis (DKA) was also tested.<br />Results: The risk index accounted for 16.2% of variance in mean HbA1c, discriminated between children with and without poor glycemic control [area under the receiver operating characteristic curve (AUC) = 0.814, 0.713-0.915; p < 0.001], ER visits (AUC = 0.655, 0.561-0.748; p = 0.001), and DKA(AUC = 0.709, 0.588-0.830; p = 0.001), and was well-calibrated. Every one-point increase in score was associated with an absolute increase in risk for poor glycemic control of approximately 10% (LRs = 1.7, 3.2, 5.8, and 9.3). Sensitivity and specificity were 0.68 (0.43-0.86) and 0.79 (0.72-0.84) for detecting patients at moderate risk, and 0.53 (0.29-0.75) and 0.91 (0.85-0.95) for detecting high-risk patients. The index performed equally well in validation samples.<br />Conclusions: This paper presents the first psychosocial risk index for poor glycemic control in children newly diagnosed with type 1 diabetes. It is brief, easily administered, and provides a single score that translates directly into an estimate of risk that can help guide routine diabetes care.<br /> (© 2013 John Wiley & Sons A/S. Published by John Wiley & Sons Ltd.)
- Subjects :
- Adolescent
Child
Child, Preschool
Cohort Studies
Diabetes Mellitus, Type 1 blood
Diabetes Mellitus, Type 1 psychology
Diabetic Ketoacidosis epidemiology
Diabetic Ketoacidosis therapy
Emergency Service, Hospital
Female
Glycated Hemoglobin analysis
Hospitals, Pediatric
Humans
Hyperglycemia epidemiology
Longitudinal Studies
Male
Outpatient Clinics, Hospital
ROC Curve
Retrospective Studies
Risk Assessment methods
Risk Factors
Texas epidemiology
Diabetes Mellitus, Type 1 therapy
Diabetic Ketoacidosis prevention & control
Hyperglycemia prevention & control
Models, Psychological
Patient Compliance
Subjects
Details
- Language :
- English
- ISSN :
- 1399-5448
- Volume :
- 15
- Issue :
- 3
- Database :
- MEDLINE
- Journal :
- Pediatric diabetes
- Publication Type :
- Academic Journal
- Accession number :
- 24118977
- Full Text :
- https://doi.org/10.1111/pedi.12084