| Literature DB >> 21816045 |
Brandon A Kohrt1, Mark J D Jordans, Wietse A Tol, Nagendra P Luitel, Sujen M Maharjan, Nawaraj Upadhaya.
Abstract
BACKGROUND: The lack of culturally adapted and validated instruments for child mental health and psychosocial support in low and middle-income countries is a barrier to assessing prevalence of mental health problems, evaluating interventions, and determining program cost-effectiveness. Alternative procedures are needed to validate instruments in these settings.Entities:
Mesh:
Year: 2011 PMID: 21816045 PMCID: PMC3162495 DOI: 10.1186/1471-244X-11-127
Source DB: PubMed Journal: BMC Psychiatry ISSN: 1471-244X Impact factor: 3.630
Statistical terminology for validated instruments and interpretation of child mental health and psychosocial support (MHPS) research in Low and Middle Income Countries (LAMIC)
| Concept | Calculation | Application to child MHPS research in LAMIC | |
|---|---|---|---|
| The probability that the instrument will yield a higher score for a randomly chosen individual with the target condition than for a randomly chosen individual without the condition | Area under the graph with sensitivity on the | The ideal instrument for screening and/or evaluation of an intervention for children in LAMIC will have a high AUC (close to 1.0). The closer to 0.5 the AUC, the less utility of the screening instrument and the less cost-effectiveness of screening | |
| The score on the instrument chosen to differentiate cases from non-cases; may be chosen to maximize specificity, sensitivity, or both | Chosen by researcher based on ROC curve | Based on the type of intervention program, a higher or lower cutoff score could be chosen to prioritize sensitivity or specificity | |
| The ability of an instrument, at a selected cutoff score, to identify persons with a target condition. At a sensitivity of 1.0, all persons with the condition are identified, and there are no false negatives | Instruments with high sensitivity are ideal to screen children when trying to identify the majority of children in distress needing intervention. At high sensitivity, few children with a condition will be mistakenly deprived of the intervention | ||
| The ability of an instrument to include persons who do not have the target condition below the cutoff score. At a specificity of 1.0, no persons without a target condition score above the cutoff | Instruments with high specificity minimize the number of children who are incorrectly identified with a high score, but who do not have the target condition. Specificity is a concern when there are negative consequences to being inappropriately included in an intervention, such as stigma or high expense | ||
| The proportion of persons with scores above cutoff who are correctly classified as having the target condition compared to all persons who score above the cutoff | PPV produces more accurate cost estimates of improperly | ||
| The proportion of persons who score below the selected cutoff who do not have the target condition compared to all persons below the cutoff | NPV is used to determine the proportion improperly | ||
| A measures of internal consistency based on the degree of inter-correlation among all items on a scale | Reliability is important for newly developed measures or adapted measures in LAMIC to help identify items that may not be culturally or contextually relevant, such as stomachaches in Nepal | ||
Abbreviations: Receiver operating characteristic (ROC) curve is the graphical plot of sensitivity and 1-specificity. True Positives (TP) are persons who score above the selected cutoff and have the target condition; True Negatives (TN) are persons who score below the selected cutoff and do not have the target condition; False Positives (FP) are persons who score above the selected condition but do not have the target condition; False Negatives (FN) are persons who score below the selected cutoff but do have the target condition. For the Cronbach's alpha calculation, K is the number of instrument items, is the average of all covariances between the components, and is the average variance.
Figure 1Picture-based response sets: water glasses, abacus, and dhoko-basket scales. Children in focus groups reviewed these three drawing series to determine appropriate pictorial response sets to maintain technical equivalence. The water glasses and abacus scales were generally understood. The dhoko-basket scale was not used because children consistently identified option '0' (empty basket) as 'sad' or 'lazy' because the boy had no bricks in his basket and would therefore earn no money compared with '4' (full basket), which was associated with happiness because of high earning potential with a large number of bricks.
Socio-demographic characteristics of validation sample
| No-Indication to treat (n = 134) | Indication to treat (n = 28) | Total (n = 162) | |
|---|---|---|---|
| Boys | 40 (29.9)) | 12 (42.9) | 52 (32.1) |
| Girls | 94 (70.1) | 16 (57.1) | 110 (67.9) |
| 11 | 7 (5.2) | 2 (7.1) | 9 (5.6) |
| 12 | 28 (20.9) | 3 (10.7) | 31 (19.1) |
| 13 | 35 (26.1) | 9 (32.1) | 44 (27.2) |
| 14 | 64 (47.8) | 14 (50.0) | 78 (48.1) |
| Grade six | 18 (13.4) | 6 (21.4) | 24 (14.8) |
| Grade seven | 116 (86.6) | 22 (78.6) | 138 (85.2) |
| Bahun/Chhetri | 75 (56.0) | 18 (64.3) | 93 (57.4) |
| Dalit (Nepali, BK) | 15 (11.2) | 5 (17.9) | 20 (12.3) |
| Tharu | 34 (25.4) | 5 (17.9) | 39 (24.1) |
| Others (Magar, Newar & Lodcha) | 10 (7.5) | - | 10 (6.2) |
| Hindu | 132 (98.5) | 28 (100.0) | 160 (98.8) |
| Buddhist | 2 (1.5) | - | 2 (1.2) |
Validation psychometric properties
| DSRS (18 items) | CPSS (17 items) | ||
|---|---|---|---|
| Mean (SD) | 11.0 (3.2) | 16.5 (5.8) | |
| Mean (SD) | 15.6 (4.1) | 22.6 (6.4) | |
| T-test | 6.52 | 5.00 | |
| p-value | <. 001 | <. 001 | |
| AUC | 0.82 | 0.77 | |
| Cutoff score | ≥ 14 | ≥ 20 | |
| Sensitivity | 0.71 | 0.68 | |
| Specificity | 0.81 | 0.73 | |
| Positive Predictive Value | 0.36 | 0.35 | |
| Negative Predictive Value | 0.95 | 0.92 | |
| Reliability (Cronbach's alpha) | 0.67 | 0.86 | |
| Test-Retest Reliability | 0.80 | 0.85 | |
Depression Self Rating Scale: individual item psychometrics
| No Indication to Treat (n = 134) | Indication to Treat (n = 28) | ||||||
|---|---|---|---|---|---|---|---|
| Item | Mean | SD | Mean | SD | Inter-item Correlation | T-test | Adj. |
| 1. Look forward to things | 1.46 | 0.54 | 1.39 | 0.57 | 0.14 | 0.60 | |
| 2. Sleep | 1.69 | 0.48 | 1.39 | 0.57 | 0.30 | 2.56 | 0.27 |
| 3. Crying | 0.87 | 0.45 | 1.18 | 0.48 | 0.30 | 3.12 | 0.05 |
| 4. Like playing | 1.37 | 0.61 | 1.32 | 0.55 | 0.16 | 0.45 | |
| 5. Running away | 0.13 | 0.38 | 0.29 | 0.53 | 0.14 | 1.42 | |
| 6. Tummy aches | 0.99 | 0.42 | 1.11 | 0.57 | 0.06 | 1.08 | |
| 7. Lots of energy | 1.43 | 0.50 | 1.07 | 0.38 | 0.33 | 4.25 | 0.00 |
| 8. Enjoy food | 1.26 | 0.49 | 1.18 | 0.55 | 0.09 | 0.74 | |
| 9. Stick up for self | 1.25 | 0.54 | 1.07 | 0.60 | 0.42 | 1.42 | |
| 10. Not worth living | 0.42 | 0.57 | 0.96 | 0.74 | 0.40 | 3.67 | 0.02 |
| 11. Good at things | 1.37 | 0.52 | 1.36 | 0.56 | 0.22 | 0.14 | |
| 12. Enjoy things | 1.46 | 0.50 | 1.29 | 0.46 | 0.16 | 1.82 | |
| 13. Talking with family | 1.82 | 0.38 | 1.46 | 0.64 | 0.29 | 2.85 | 0.14 |
| 14. Bad dreams | 1.01 | 0.42 | 1.32 | 0.48 | 0.23 | 3.16 | 0.05 |
| 15. Feel lonely | 0.35 | 0.54 | 0.82 | 0.67 | 0.52 | 3.49 | 0.02 |
| 16. Easily cheered up | 1.18 | 0.75 | 0.79 | 0.88 | 0.22 | 2.21 | 0.59 |
| 17. Unbearable sadness | 0.88 | 0.56 | 1.21 | 0.63 | 0.34 | 2.60 | 0.25 |
| 18. Bored (disinterested) | 0.61 | 0.61 | 1.00 | 0.61 | 0.31 | 3.07 | 0.07 |
* p-value corrected for 18 tests using Bonferroni-type corrections. Adjusted p-values are only presented for those items with significant unadjusted p-values. NS refers to nonsignificant unadjusted p-values.
Child PTSD Symptom Scale: individual item psychometrics
| No Indication to Treat (n = 134) | Indication to Treat (n = 28) | ||||||
|---|---|---|---|---|---|---|---|
| Item | Mean | SD | Mean | SD | Inter-item Correlation | T-test | Adj. |
| 1. Intrusive thoughts | 1.32 | 0.62 | 1.54 | 0.69 | 0.47 | 1.52 | |
| 2. Nightmares | 1.07 | 0.60 | 1.43 | 0.50 | 0.34 | 3.27 | 0.03 |
| 3. Flashbacks | 0.93 | 0.62 | 1.46 | 0.69 | 0.54 | 3.76 | 0.02 |
| 4. Distress with reminders | 1.13 | 0.64 | 1.39 | 0.74 | 0.60 | 1.77 | |
| 5. Somatic distress | 1.04 | 0.69 | 1.36 | 0.62 | 0.53 | 2.43 | 0.32 |
| 6. Avoid feelings | 1.36 | 0.70 | 1.61 | 0.57 | 0.54 | 2.03 | 0.83 |
| 7. Avoid activities | 1.40 | 0.76 | 1.54 | 0.69 | 0.55 | 0.91 | |
| 8. Amnesia | 1.03 | 0.72 | 1.61 | 0.50 | 0.63 | 5.11 | 0.00 |
| 9. Less interest in activities | 0.97 | 0.56 | 1.07 | 0.66 | 0.46 | 0.75 | |
| 10. Not close to people | 0.37 | 0.58 | 0.75 | 0.93 | 0.33 | 2.11 | 0.73 |
| 11. No strong feelings | 0.55 | 0.60 | 1.00 | 0.72 | 0.49 | 3.08 | 0.07 |
| 12. Foreshortened future | 0.78 | 0.69 | 1.46 | 0.79 | 0.40 | 4.22 | 0.00 |
| 13. Sleep difficulties | 0.91 | 0.72 | 1.29 | 0.76 | 0.49 | 2.39 | 0.37 |
| 14. Irritable/angry | 0.81 | 0.65 | 1.29 | 0.71 | 0.45 | 3.28 | 0.03 |
| 15. Concentration problems | 0.84 | 0.54 | 1.18 | 0.72 | 0.45 | 2.38 | 0.39 |
| 16. Overly careful | 0.82 | 0.60 | 1.11 | 0.74 | 0.46 | 1.93 | |
| 17. Easily startled | 1.14 | 0.62 | 1.50 | 0.58 | 0.37 | 2.95 | |
* p-value corrected for 17 tests using Bonferroni-type corrections. Adjusted p-values are only presented for those items with significant unadjusted p-values. NS refers to nonsignificant unadjusted p-values.